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w:val="ES"/></w:rPr><w:t> y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b/><w:color w:val="000000"/><w:sz w:val="28"/><w:sz-cs w:val="32"/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b/><w:color w:val="000000"/><w:sz w:val="28"/><w:sz-cs w:val="32"/><w:lang w:val="ES"/></w:rPr><w:t> para la predicción de propiedades mecánicas del suelo</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00A1545E" wsp:rsidRDefault="00492962" wsp:rsidP="00732970"><w:pPr><w:spacing w:line="312" w:line-rule="auto"/><w:ind w:hanging="11"/><w:jc w:val="center"/><w:textDirection w:val="bt-lr"/><w:rPr><w:color w:val="000000"/><w:sz w:val="22"/><w:sz-cs w:val="40"/><w:lang w:val="EN-US"/></w:rPr></w:pPr><w:r wsp:rsidRPr="008803A7"><w:rPr><w:color w:val="000000"/><w:sz w:val="22"/><w:sz-cs w:val="40"/><w:lang w:val="EN-US"/></w:rPr><w:t>Artificial Intelligence applied to geotechnical engineering: Comparison of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:color w:val="000000"/><w:sz w:val="22"/><w:sz-cs w:val="40"/><w:lang w:val="EN-US"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:color w:val="000000"/><w:sz w:val="22"/><w:sz-cs w:val="40"/><w:lang w:val="EN-US"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:color w:val="000000"/><w:sz w:val="22"/><w:sz-cs w:val="40"/><w:lang w:val="EN-US"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:color w:val="000000"/><w:sz w:val="22"/><w:sz-cs w:val="40"/><w:lang w:val="EN-US"/></w:rPr><w:t> for predicting soil mechanical properties</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00A1545E" wsp:rsidRDefault="00492962" wsp:rsidP="00A1545E"><w:pPr><w:spacing w:line="312" w:line-rule="auto"/><w:ind w:hanging="11"/><w:jc w:val="center"/><w:textDirection w:val="bt-lr"/><w:rPr><w:color w:val="000000"/><w:sz w:val="22"/><w:sz-cs w:val="40"/><w:lang w:val="EN-US"/></w:rPr></w:pPr><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:color w:val="000000"/><w:sz w:val="22"/><w:sz-cs w:val="40"/><w:lang w:val="EN-US"/></w:rPr><w:t>Inteligência</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:color w:val="000000"/><w:sz w:val="22"/><w:sz-cs w:val="40"/><w:lang w:val="EN-US"/></w:rPr><w:t> Artificial </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:color w:val="000000"/><w:sz w:val="22"/><w:sz-cs w:val="40"/><w:lang w:val="EN-US"/></w:rPr><w:t>aplicada</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:color w:val="000000"/><w:sz w:val="22"/><w:sz-cs w:val="40"/><w:lang w:val="EN-US"/></w:rPr><w:t> à </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:color w:val="000000"/><w:sz w:val="22"/><w:sz-cs w:val="40"/><w:lang w:val="EN-US"/></w:rPr><w:t>engenharia</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:color w:val="000000"/><w:sz w:val="22"/><w:sz-cs w:val="40"/><w:lang w:val="EN-US"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:color w:val="000000"/><w:sz w:val="22"/><w:sz-cs w:val="40"/><w:lang w:val="EN-US"/></w:rPr><w:t>geotécnica</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:color w:val="000000"/><w:sz w:val="22"/><w:sz-cs w:val="40"/><w:lang w:val="EN-US"/></w:rPr><w:t>: </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:color w:val="000000"/><w:sz w:val="22"/><w:sz-cs w:val="40"/><w:lang w:val="EN-US"/></w:rPr><w:t>Comparação</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:color w:val="000000"/><w:sz w:val="22"/><w:sz-cs w:val="40"/><w:lang w:val="EN-US"/></w:rPr><w:t> de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:color w:val="000000"/><w:sz w:val="22"/><w:sz-cs w:val="40"/><w:lang w:val="EN-US"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:color w:val="000000"/><w:sz w:val="22"/><w:sz-cs w:val="40"/><w:lang w:val="EN-US"/></w:rPr><w:t> e </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:color w:val="000000"/><w:sz w:val="22"/><w:sz-cs w:val="40"/><w:lang w:val="EN-US"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:color w:val="000000"/><w:sz w:val="22"/><w:sz-cs w:val="40"/><w:lang w:val="EN-US"/></w:rPr><w:t> para </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:color w:val="000000"/><w:sz w:val="22"/><w:sz-cs w:val="40"/><w:lang w:val="EN-US"/></w:rPr><w:t>previsão</w:t></w:r><w:proofErr 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wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> explora as capacidades </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>não</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> lineares do </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> e a </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>determinação</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>dessas</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>propriedades</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> é </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>essencial</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> para o </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>projeto</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>estrutural</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> do pavimento; Entretanto, os métodos </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>laboratoriais</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>tradicionais</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>costumam</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> ser demorados e caros. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Nesta</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> pesquisa </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>foram</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> utilizados 201 registros </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>experimentais</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>obtidos</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> no </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Laboratório</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Mecânica</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> dos Solos </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>nº</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> 2 da </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Faculdade</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Engenharia</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> Civil da UNI (FIC-UNI). O conjunto de dados de entrada </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>incluiu</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>três</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>parâmetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> granulométricos (</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>cascalho</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>areia</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> e finos) e </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>três</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>limites</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>consistência</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> (</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>limite</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> de liquidez, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>limite</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>plasticidade</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> e índice de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>plasticidade</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>). Ambos os modelos </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>foram</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>treinados</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> usando </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>otimização</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> de busca em grade para ajustar </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>seus</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>hiperparâmetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> e maximizar o </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>desempenho</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>preditivo</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>. Os resultados, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>avaliados</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> usando métricas como RMSE, MAE e MAPE, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>mostram</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> que o modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>superou</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> o </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> em </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>precisão</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>previsão</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> para todas as </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>quatro</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>propriedades</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>mecânicas</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>analisadas</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="008803A7" wsp:rsidRDefault="00492962" wsp:rsidP="008803A7"><w:pPr><w:ind w:right="-51"/><w:jc w:val="both"/><w:textDirection w:val="bt-lr"/><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="008803A7" wsp:rsidRDefault="00492962" wsp:rsidP="008803A7"><w:pPr><w:ind w:right="-51"/><w:jc w:val="both"/><w:textDirection w:val="bt-lr"/><w:rPr><w:b/><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr></w:pPr><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b/><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Palavras</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b/><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>-chave:</w:t></w:r><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Inteligência</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> artificial, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Aprendizado</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> de máquina, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Propriedades</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>mecânicas</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> do solo, Modelos de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>predição</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>, Estradas.</w:t></w:r></w:p></w:txbxContent></v:textbox></v:rect></w:pict></w:r><w:r wsp:rsidRPr="00DA5232"><w:rPr><w:noProof/></w:rPr><w:pict><v:shapetype id="_x0000_t34" coordsize="21600,21600" o:spt="34" o:oned="t" adj="10800" path="m,l@0,0@0,21600,21600,21600e" filled="f"><v:stroke joinstyle="miter"/><v:formulas><v:f eqn="val #0"/></v:formulas><v:path arrowok="t" fillok="f" o:connecttype="none"/><v:handles><v:h position="#0,center"/></v:handles><o:lock v:ext="edit" shapetype="t"/></v:shapetype><v:shape id="Conector recto de flecha 18" 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w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>field</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> of Artificial </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>Intelligence</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> (AI)—to </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>estimate</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>four</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>key</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>mechanical</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>properties</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>soil</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>: </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>maximum</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>dry</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>density</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> (MDD), </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>optimum</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>moisture</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>content</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> (OMC), and the California </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>Bearing</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> Ratio at 100% (CBR100) and 95% (CBR95) of MDD. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>Determining</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>these</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>properties</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>is</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>essential</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> for </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>pavement</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>structural</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> design; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>however</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>traditional</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>laboratory</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>methods</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> are </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>often</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> time-</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>consuming</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>costly</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>. In </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>this</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> research, 201 experimental </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>records</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>were</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> used, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>obtained</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> from </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>Soil</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>Mechanics</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>Laboratory</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> No. 2 of the </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>Faculty</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> of Civil </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>Engineering</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> at UNI (FIC-UNI). The input </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>dataset</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>included</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>three</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>granulometric</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>parameters</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> (</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>gravel</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>sand</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>, and fines) and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>three</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>consistency</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>limits</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> (</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>liquid</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>limit</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>plastic</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>limit</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>, and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>plasticity</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>index</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>). Both </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>models</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>were</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>trained</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>using</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>grid</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>search</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>optimization</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> to fine-tune their </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>hyperparameters</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>maximize</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>predictive</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> performance. The </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>results</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>evaluated</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>using</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>metrics</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>such</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> as RMSE, MAE, and MAPE, show that the </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>model</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>outperformed</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> in </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>prediction</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>accuracy</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> for </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>all</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>four</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>analyzed</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>mechanical</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>properties</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="008803A7" wsp:rsidRDefault="00492962" wsp:rsidP="008803A7"><w:pPr><w:ind w:right="-51"/><w:jc w:val="both"/><w:textDirection w:val="bt-lr"/><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="008803A7" wsp:rsidRDefault="00492962" wsp:rsidP="008803A7"><w:pPr><w:ind w:right="-51"/><w:jc w:val="both"/><w:textDirection w:val="bt-lr"/><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr></w:pPr><w:proofErr w:type="spellStart"/><w:r 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filled="f" stroked="f"><v:textbox inset="2.53958mm,1.2694mm,2.53958mm,1.2694mm"><w:txbxContent><w:p wsp:rsidR="00492962" wsp:rsidRDefault="00492962"><w:pPr><w:ind w:right="-51"/><w:jc w:val="center"/><w:textDirection w:val="bt-lr"/></w:pPr><w:r><w:rPr><w:b/><w:color w:val="000000"/><w:sz w:val="18"/></w:rPr><w:t>RESUMEN</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="008803A7"><w:pPr><w:ind w:right="-51"/><w:jc w:val="both"/><w:textDirection w:val="bt-lr"/><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr></w:pPr><aml:annotation aml:id="3" w:type="Word.Bookmark.Start" w:name="_Hlk160199240"/><w:r wsp:rsidRPr="00B17931"><w:rPr><w:sz w:val="10"/><w:sz-cs w:val="14"/></w:rPr><w:br/></w:r><aml:annotation aml:id="3" w:type="Word.Bookmark.End"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>Este estudio investiga las capacidades no lineales de los modelos de predicción </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>, técnicas de machine learning dentro del campo de la Inteligencia Artificial (IA), para estimar cuatro propiedades mecánicas clave del suelo: la máxima densidad seca (MDS), el contenido óptimo de humedad (OCH), la relación de soporte de California al 100% (CBR100) y al 95% (CBR95) de la MDS. Determinar estas propiedades es fundamental en el diseño estructural de pavimentos, pero los métodos tradicionales de laboratorio suelen ser costosos y requieren tiempo. En este trabajo se utilizaron 201 registros experimentales obtenidos del Laboratorio Nº2 de Mecánica de Suelos de la Facultad de Ingeniería Civil de la UNI (FIC-UNI), incorporando como variables de entrada tres parámetros granulométricos (grava, arena y finos) y tres relacionados con los límites de consistencia (límite líquido, límite plástico e índice de plasticidad). Ambos modelos fueron entrenados utilizando optimización por </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>grid</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>search</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> para ajustar sus </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> y maximizar el rendimiento predictivo. Los resultados, evaluados mediante métricas como RMSE, MAE y MAPE, indican que el modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> supera en precisión al modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t> para la predicción de las cuatro propiedades mecánicas analizadas.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="008803A7" wsp:rsidRDefault="00492962" wsp:rsidP="008803A7"><w:pPr><w:ind w:right="-51"/><w:jc w:val="both"/><w:textDirection w:val="bt-lr"/><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="008803A7" wsp:rsidRDefault="00492962" wsp:rsidP="008803A7"><w:pPr><w:ind w:right="-51"/><w:jc w:val="both"/><w:textDirection w:val="bt-lr"/><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b/><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>Palabras clave</w:t></w:r><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>: Inteligencia artificial, Machine learning, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="008803A7"><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/><w:lang w:val="ES"/></w:rPr><w:t>, Propiedades mecánicas del suelo, Modelos de predicción, Carreteras.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="004F4048" wsp:rsidRDefault="00492962" wsp:rsidP="008803A7"><w:pPr><w:ind w:right="-51"/><w:jc w:val="both"/><w:textDirection w:val="bt-lr"/><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr></w:pPr></w:p></w:txbxContent></v:textbox></v:rect></w:pict></w:r></w:p><w:p wsp:rsidR="003A4160" wsp:rsidRPr="00C75749" wsp:rsidRDefault="003A4160"><w:pPr><w:spacing w:line="360" w:line-rule="auto"/><w:jc w:val="both"/><w:rPr><w:color w:val="000000"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="003A4160" wsp:rsidRPr="00C75749" wsp:rsidRDefault="003A4160"><w:pPr><w:spacing w:line="360" w:line-rule="auto"/><w:jc w:val="both"/><w:rPr><w:color w:val="000000"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="003A4160" wsp:rsidRPr="00C75749" wsp:rsidRDefault="003A4160"><w:pPr><w:spacing w:line="360" w:line-rule="auto"/><w:jc w:val="both"/><w:rPr><w:color w:val="000000"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="003A4160" wsp:rsidRPr="00C75749" wsp:rsidRDefault="003A4160"><w:pPr><w:spacing w:line="360" w:line-rule="auto"/><w:jc w:val="both"/><w:rPr><w:color w:val="000000"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="003A4160" wsp:rsidRPr="00C75749" wsp:rsidRDefault="003A4160"><w:pPr><w:spacing w:line="360" w:line-rule="auto"/><w:jc w:val="both"/><w:rPr><w:color w:val="000000"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00F275A9" wsp:rsidRDefault="00F275A9" wsp:rsidP="00F275A9"/><w:p wsp:rsidR="0071365C" wsp:rsidRDefault="0071365C" wsp:rsidP="00F275A9"/><w:p wsp:rsidR="0071365C" wsp:rsidRDefault="0071365C" wsp:rsidP="00F275A9"/><w:p wsp:rsidR="0071365C" wsp:rsidRDefault="0071365C" wsp:rsidP="00F275A9"/><w:p wsp:rsidR="0071365C" wsp:rsidRPr="00F275A9" wsp:rsidRDefault="0071365C" wsp:rsidP="00F275A9"/><w:p wsp:rsidR="00F275A9" wsp:rsidRPr="00F275A9" wsp:rsidRDefault="00F275A9" wsp:rsidP="00F275A9"/><w:p wsp:rsidR="00F275A9" wsp:rsidRPr="00F275A9" wsp:rsidRDefault="00F275A9" wsp:rsidP="00F275A9"/><w:p wsp:rsidR="00F275A9" wsp:rsidRPr="00F275A9" wsp:rsidRDefault="00F275A9" wsp:rsidP="00F275A9"/><w:p wsp:rsidR="00F275A9" wsp:rsidRPr="00F275A9" wsp:rsidRDefault="00F275A9" wsp:rsidP="00F275A9"/><w:p wsp:rsidR="00F275A9" wsp:rsidRPr="00F275A9" wsp:rsidRDefault="00F275A9" wsp:rsidP="00F275A9"/><w:p wsp:rsidR="00F275A9" wsp:rsidRPr="00F275A9" wsp:rsidRDefault="00F275A9" wsp:rsidP="00F275A9"/><w:p wsp:rsidR="00F275A9" wsp:rsidRPr="00F275A9" wsp:rsidRDefault="00F275A9" wsp:rsidP="00F275A9"/><w:p wsp:rsidR="00F275A9" wsp:rsidRPr="00F275A9" wsp:rsidRDefault="00F275A9" wsp:rsidP="00F275A9"/><w:p wsp:rsidR="00F275A9" wsp:rsidRPr="00F275A9" wsp:rsidRDefault="00F275A9" wsp:rsidP="00F275A9"/><w:p wsp:rsidR="00F275A9" wsp:rsidRPr="00F275A9" wsp:rsidRDefault="00F275A9" wsp:rsidP="00F275A9"/><w:p wsp:rsidR="00F275A9" wsp:rsidRPr="00F275A9" wsp:rsidRDefault="00F275A9" wsp:rsidP="00F275A9"/><w:p wsp:rsidR="00F275A9" wsp:rsidRPr="00F275A9" wsp:rsidRDefault="00F275A9" wsp:rsidP="00F275A9"/><w:p wsp:rsidR="0061737A" wsp:rsidRDefault="0061737A" wsp:rsidP="004175AB"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/></w:rPr></w:pPr><aml:annotation aml:id="4" w:type="Word.Bookmark.Start" w:name="_Hlk184387410"/><aml:annotation aml:id="4" w:type="Word.Bookmark.End"/></w:p><w:p wsp:rsidR="004175AB" wsp:rsidRPr="004175AB" wsp:rsidRDefault="00492962" wsp:rsidP="004175AB"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/></w:rPr></w:pPr><w:r><w:rPr><w:b/><w:b-cs/></w:rPr><w:t>1. </w:t></w:r><w:r wsp:rsidRPr="004175AB"><w:rPr><w:b/><w:b-cs/></w:rPr><w:t>Introducción </w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>La infraestructura de transporte es esencial para promover el crecimiento y el desarrollo económico (</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Banerjee</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> et al., 2020 y Ghani et al., 2016). Al mejorar y construir nuevos accesos de movilidad, la infraestructura de transporte reduce costos y mejora el acceso a los mercados y al trabajo, estimulando la integración económica, la competencia y las economías de aglomeración.  Además, ayuda a aprovechar oportunidades de inversión en capital humano, con un mejor acceso a escuelas y atención médica. Otros beneficios intangibles incluyen facilitar la difusión de conocimientos sobre nuevas tecnologías y el desarrollo de patentes (</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Banerjee</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> et al., 2012; Calderón y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Servén</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>, 2014; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Agrawal</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> et al., 2017; Gibbons et al., 2019). Por lo tanto, las naciones invierten en vías de comunicación para asegurar su desarrollo, </w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Por ejemplo, en Colombia durante el 2023 se atendió 4.087 km de la red vial nacional, lo cual representó empleos para 30408 personas y una inversión total por 2 billones de pesos (USD 116,6 millones). Y en Perú, Según el Organismo Supervisor de la Inversión en Infraestructura de Transporte de Uso Público (</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Ositrán</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>) la inversión en infraestructuras de transporte cerró el 2023 con USD 723,4 millones, lo que representa un incremento del 33,2 % respecto al 2022. La inversión en obras viales es importante como la calidad del diseño del pavimento.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Según Das, B. M., &amp; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Sivakugan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>, N. (2018) se entiende por pavimento a toda la estructura de la vía, desde las capas inferiores hasta la capa de asfalto o concreto, sobre la que rueda el tránsito, por ello se deben tomar en cuenta asuntos como el volumen del tráfico, el uso que tendrá la vía, el tipo de vehículo que transitará y, sobre todo, tener un conocimiento profundo de los factores que rigen el comportamiento del suelo debido a que este no es uniforme. De acuerdo con </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Özyanki</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>, A. (2019) el estudio del suelo es importante para garantizar la vida útil del pavimento, puesto que permite conocer las propiedades del suelo y determinar su comportamiento, en caso contrario se construirán carreteras que más tarde presentarán problemas como hundimientos y daños a la capa asfáltica.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>De acuerdo con Carrillo, A. (2016) el estudio del suelo comprende el análisis de características físicas como: la granulometría, los límites de consistencia, contenido de humedad, propiedades mecánicas como el valor de la </w:t></w:r><aml:annotation aml:id="5" w:type="Word.Bookmark.Start" w:name="_Hlk158969348"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>relación de soporte de California</w:t></w:r><aml:annotation aml:id="5" w:type="Word.Bookmark.End"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> </w:t></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>(CBR) y aquellas que ayudan a mejorar las propiedades del suelo como la compactación.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>La granulometría mide la distribución del tamaño de las partículas (en porcentaje), para ello, el ensayo de análisis granulométrico determina esta característica haciendo pasar una muestra de suelo por una sucesión de tamices que retienen una cantidad de suelo.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Los límites de consistencia o límites de Atterberg (propuestos a principios del siglo XX) definen el estado mecánico del suelo y su capacidad para soportar cargas externas, según Al-</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Adhadh</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>, et al. (2020) y Zhou, B., &amp; Lu, N. (2021). Para este propósito se requiere realizar varias mediciones. Los límites ayudan a conocer la respuesta del suelo en función de su contenido de humedad y se considera: el límite líquido (LL), que se realiza para evaluar la cantidad de humedad necesaria para que el suelo cambie de un estado semilíquido a uno plástico; el límite plástico (PL), que se realiza para hallar la cantidad de humedad necesaria para convertir el estado del suelo de plástico a semisólido; el límite de contracción (SL), que se requiere para hallar el contenido de humedad de manera que el suelo cambie de semisólido a sólido; y el índice de plasticidad (IP), que se calcula como la diferencia entre el LL y el PL.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Como afirma </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Katte</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>, et al. (2019) el CBR se usa para calcular la resistencia característica de la subrasante, la misma que sirve para determinar los requisitos mínimos del pavimento y evaluar si el material a usar es el adecuado. El ensayo de CBR se usa para determinar el espesor de los pavimentos flexibles según Li, T., Kong, L., &amp; Liu, B. (2020), evaluar la capacidad portante y la resistencia a la deformación de la subrasante, la subbase, los materiales de base, así como, los materiales reciclados usados en los pavimentos según X. Ji et al (2020). Como señala Mina, E. (2019) cuando un suelo carece de capacidad portante, el valor del CBR será bajo y viceversa. Considerando a Sandoval-Vallejo, E. A., &amp; Rivera-Mena, W. A. (2019) y Bogado, G. O et al. (2017) comentan que, si bien es cierto que el ensayo de CBR es aceptado para el diseño de pavimentos, no siempre es posible elaborarlo ya que el tiempo que requiere su realización es aproximadamente 4 días y el costo es 135 dólares en promedio, y la poca disposición de tiempo y limitaciones económicas en etapas previas al proyecto. Frente a esta situación lo que normalmente se realiza en los proyectos es calcular un valor estimado representativo de CBR para diseñar el pavimento según el MTC.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>De acuerdo con </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Özgan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>, E., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Serin</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>, S., &amp; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Vural</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>, I. (2015) y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Vafoeva</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>, O. (2020) la compactación es una propiedad vinculada a la resistencia del suelo y se produce cuando la cantidad de aire en el suelo disminuye. Esta densificación del suelo mejora las características físicas y mecánicas del suelo, trayendo como consecuencia el aumento de su capacidad de carga, y para ello se requiere un ensayo de Proctor con el que se obtienen dos parámetros de compactación: la máxima densidad seca (MDS), que es el estado del suelo cuando alcanza su punto máximo de densificación  y el óptimo contenido de humedad (OCH), que es la cantidad de agua necesaria para alcanzar la máxima densidad seca, según Chirinos Quispe, J. C. (2016) y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Millan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>-Romero, E., &amp; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Millan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>-Paramo, C. (2020).</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Kardani</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, Navid, et al (2021), </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Ekanayake</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, I. U, et al. (2022) y Raja, M. N. A., &amp; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Shukla</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, S. K. (2021) resaltan que anteriormente se propusieron numerosos métodos de computación suave (SC), como algoritmos de machine learning (ML) o métodos de la IA, para capturar el comportamiento complejo de las estimaciones. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Hilloulin</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, B., &amp; Tran, V. Q. (2022) y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Adel</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, H. et al. (2022) afirman que los algoritmos ML se han aplicado eficazmente a numerosos problemas de ingeniería civil, por ejemplo, para estimar el CBR según de Brito, J (2021) y los parámetros de compactación del suelo como</w:t></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> señala </w:t></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Pacheco-</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Torgal</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, F. et al. (2014). </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Rajakumar</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, C. (2021) utilizó modelos de redes neuronales para predecir el CBR de suelos estabilizados con desechos industriales; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Kurnaz</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, T. F., &amp; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Kaya</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, Y. (2019) para predecir el CBR de suelos compactados; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Suthar</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, M., &amp; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Aggarwal</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, P. (2018) para predecir el CBR de suelos con cenizas estabilizadas con cal, además, su aplicación es posible en otras disciplinas de la ingeniería civil según Valderrama-Purizaca, F. J, et al. (2021).</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>En el estudio actual, se consideran las técnicas del modelo Máquina de impulso de gradiente de luz (Light GBM) y del impulso de gradiente extremo (</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>) para predecir las propiedades mecánicas del suelo como máxima densidad seca (MDS), óptimo contenido de humedad (OCH), la relación de soporte de California al 100% de la MDS (CBR100) y la relación de soporte de California al 95% de la MDS (CBR95). Según Tran, V. Q. (2022) el concepto de ambos algoritmos es "impulso", lo que sugiere que atribuye todos los valores de salida estimados de un conjunto de aprendizaje "débiles" para establecer un aprendizaje "fuerte" mediante la implementación de métodos de entrenamiento aditivos.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>En primer lugar, el algoritmo Light GBM requiere menos tiempo de cálculo, muestra una alta eficiencia computacional y mejores resultados de predicción. Además, procesa datos masivos complejos, no lineales y de alta dimensión de manera eficiente. Según Liang, Bu, Tan, Pan, Yi, Kong y Fan, es un algoritmo de árbol de decisión que aumenta el gradiente (GBDT), pues se ha utilizado ampliamente en la predicción de la calidad del aire, la predicción de la teledetección oceánica, y la predicción de incumplimiento de préstamos de redes P2P, entre otros como afirma Hao, X, et al. (2022). Este método comprende dos algoritmos principales (es decir, muestreo unilateral basado en gradiente (GOSS) y agrupación de características exclusivas (EFB)) y emplea el fenómeno de análisis de componentes principales (PCA) para eliminar el ruido o la redundancia según Zhang, C., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Lei</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, X., &amp; Liu, L. (2021). </w:t></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Chun, P. J., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Izumi</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>, S., &amp; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Yamane</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>, T. (2021)</w:t></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> idearon una técnica automatizada de detección de grietas basada en el procesamiento de imágenes utilizando el algoritmo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> que arrojó una exactitud del 99,7% y una precisión del 68,2%, lo que representa el mayor rendimiento de este método de IA. </w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>En segundo lugar, desarrollado por Chen, T. et al. (2015), el algoritmo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> es un tipo mejorado y sofisticado de modelo de conjunto basado en árboles, y el 'impulso de gradiente' es aplicable en varios casos, por ejemplo, regresión y problemas relacionados con la clasificación como menciona Liu, J. et al. (2022). </w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>El </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Boosting</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> (Impulsando) es un método conjunto que tiene como objetivo crear un modelo eficaz a partir de una colección de modelos deficientes. Esto se logra separando los datos de entrenamiento en cuatro partes, cada una de las cuales se utiliza para entrenar modelos distintos o un modelo único que tiene una variedad de configuraciones, y luego combinando los resultados con la ayuda de un voto mayoritario según Al Daoud, E. (2019).</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tenga en cuenta que, Nguyen, H. et al. (2019) utilizaron el algoritmo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> formulando un modelo para la predicción de la velocidad máxima de las partículas (PPV) inducida por las voladuras en Vietnam y se reveló que el nivel de precisión de este método es superior al de la máquina de vectores de soporte (SVM), regresión de bosque aleatorio (RF) y redes neuronales tipo k (KNN). </w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Según</w:t></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Duan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, J. et al. (2021) y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Imran</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, H. et al. (2022) concluyeron que el modelo competitivo imperialista (ICA) de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> produjo la mayor precisión y superó a los modelos de IA restantes en la predicción de la resistencia a la compresión del hormigón RA. </w:t></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Liu, J., Zhang, S., &amp; Fan, H. (2022)</w:t></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> encontraron que los resultados modelados de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> son eficaces y tienen un mayor rendimiento en el preprocesamiento de datos en el caso de la evaluación del riesgo crediticio. Nguyen, N. H. et al (2022) implementaron el modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> para la estimación de predicciones de resistencia a la compresión de concreto de ultra alto rendimiento (UPHC) empleando 931 puntos de datos de la colección de mezclas UHPC con 17 variables de entrada. </w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Este estudio proporciona una idea del potencial de los modelos de machine learning de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> y Light GBM, basados ​​en técnicas convencionales o de conjunto, para predecir los valores de la máxima densidad seca (MDS), óptimo contenido de humedad (OCH), la relación de soporte de California al 100% de la MDS (CBR100) y la relación de soporte de California al 95% de la MDS (CBR95) utilizando como variables de entrada propiedades como la granulometría y los límites de consistencia.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>2. Metodología</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>2.1. Base de datos experimental</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Se recopilaron en total 201 datos experimentales de muestras de suelos del Laboratorio de Mecánica de Suelos de la Facultad de Ingeniería Civil – UNI correspondientes a proyectos de carreteras peruanas desde 2011 hasta el 2020, de las cuales se utilizaron 80% para el escenario de entrenamiento y 20% para el escenario de prueba o validación de los modelos </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Para la implementación de los modelos se empleó el lenguaje de programación Python v.3.10.12.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Con respecto a la selección de variables (o características), se incluyeron aquellas muestras de suelo con resultados de los ensayos de granulometría y límites de consistencia, clasificación SUCS y AASHTO y CBR, excluyéndose a las muestras de suelo de proyectos que no correspondían a obras de carreteras.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Para la presente investigación se utilizaron en total 10 variables de los ensayos del laboratorio las cuales son: tres variables de la granulometría (grava, arena y finos), tres variables de los límites de consistencia (límite líquido, límite plástico e índice de </w:t></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>plasticidad), dos variables de la compactación (MDS y OCH) y dos variables del CBR (CBR al 95% y CBR al 100%). Las cuales fueron analizadas para ser usadas como variables de entradas de los modelos de machine learning y se descartaron las variables de la clasificación SUCS y AASTHO por ser poco significativas para la estimación. Con respecto a las salidas, los modelos propuestos de machine learning se desarrollaron para predecir: la MDS, el OCH, el CBR al 100% de la MDS y el CBR al 95% de la MDS. Como se puede observar, se propone estimar un único valor en cada modelo, similar a una regresión, cada predicción requiere un modelo especifico de machine learning, y para ello se usaron 6 variables de entrada las cuales son: contenido de grava (G), contenido de arena (A), contenido de finos (F), límite líquido (LL), límite plástico (PL) y el índice de plasticidad (PI). Por otra parte, para predecir el CBR al 100% de la MDS y el CBR al 95% de la MDS, en una primera instancia se utilizaron las seis variables de entrada (G, A, F, LL, LP e IP), y en un segundo momento fueron agregados dos nuevas variables, la MDS y el OCH, calculando un total de 8 variables.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:pict><v:shapetype id="_x0000_t75" coordsize="21600,21600" o:spt="75" o:preferrelative="t" path="m@4@5l@4@11@9@11@9@5xe" filled="f" stroked="f"><v:stroke joinstyle="miter"/><v:formulas><v:f eqn="if lineDrawn pixelLineWidth 0"/><v:f eqn="sum @0 1 0"/><v:f eqn="sum 0 0 @1"/><v:f eqn="prod @2 1 2"/><v:f eqn="prod @3 21600 pixelWidth"/><v:f eqn="prod @3 21600 pixelHeight"/><v:f eqn="sum @0 0 1"/><v:f eqn="prod @6 1 2"/><v:f eqn="prod @7 21600 pixelWidth"/><v:f eqn="sum @8 21600 0"/><v:f eqn="prod @7 21600 pixelHeight"/><v:f eqn="sum @10 21600 0"/></v:formulas><v:path o:extrusionok="f" gradientshapeok="t" o:connecttype="rect"/><o:lock v:ext="edit" aspectratio="t"/></v:shapetype><w:binData w:name="wordml://03000001.png" xml:space="preserve">iVBORw0KGgoAAAANSUhEUgAAAocAAAKWCAIAAAC0/KSLAAAAAXNSR0IArs4c6QAA/8pJREFUeF7s
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Matriz de coeficientes de correlación.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tabla 1. Estadísticas descriptivas de los datos de entrada utilizados en el desarrollo de modelos.</w:t></w:r></w:p><w:tbl><w:tblPr><w:tblW w:w="11261" w:type="dxa"/><w:tblInd w:w="-1206" w:type="dxa"/><w:tblCellMar><w:left w:w="70" w:type="dxa"/><w:right w:w="70" w:type="dxa"/></w:tblCellMar><w:tblLook w:val="04A0"/></w:tblPr><w:tblGrid><w:gridCol w:w="2120"/><w:gridCol w:w="920"/><w:gridCol w:w="920"/><w:gridCol w:w="920"/><w:gridCol w:w="920"/><w:gridCol w:w="920"/><w:gridCol w:w="920"/><w:gridCol w:w="800"/><w:gridCol w:w="920"/><w:gridCol w:w="981"/><w:gridCol w:w="920"/></w:tblGrid><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="160"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2120" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Estadística descriptiva</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>LL</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>LP</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" 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w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>A</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>F</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="800" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>MDS</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>OCH</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="981" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>CBR100</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>CBR95</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="192"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2120" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Media</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>31.24</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>20.26</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>10.98</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>26.83</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>31.86</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>41.30</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="800" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>2.05</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>10.45</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="981" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>40.51</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>24.62</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="68"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2120" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Error estándar</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.66</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.31</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.46</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1.59</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.81</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1.70</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="800" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.01</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.28</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="981" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>2.25</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1.43</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="114"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2120" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Mediana</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>29.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>20.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>11.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>25.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>31.80</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>39.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="800" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>2.08</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>9.30</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="981" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>29.50</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>16.90</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="146"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2120" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Moda</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>28.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>19.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>12.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>33.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>16.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="800" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>2.08</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>7.80</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="981" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>18.80</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>2.80</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="164"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2120" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>Desviacion</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:t> estándar</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>9.29</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>4.41</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>6.56</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>22.54</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>11.42</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>24.06</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="800" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.17</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>3.99</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="981" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>31.84</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>20.24</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="197"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2120" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Varianza muestral</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>86.29</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>19.45</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>43.04</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>508.23</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>130.34</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>578.93</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="800" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.03</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>15.95</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="981" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1014.09</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>409.67</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="158"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2120" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>Kurtosis</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>3.20</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>5.72</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.48</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>-1.25</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.03</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>-0.95</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="800" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>-0.46</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1.70</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="981" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>-0.52</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.09</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="134"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2120" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Asimetría</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1.68</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1.85</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.89</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.29</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.24</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.41</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="800" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>-0.42</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1.23</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="981" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.76</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.97</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="65"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2120" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Rango</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>51.20</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>30.10</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>30.34</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>74.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>61.20</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>95.80</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="800" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.85</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>21.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="981" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>123.50</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>88.40</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="86"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2120" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Mínimo</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>15.20</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>10.60</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1.55</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>4.20</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="800" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1.59</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>4.60</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="981" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1.70</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1.60</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="65"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2120" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Máximo</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>66.40</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>40.70</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>31.89</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>74.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>65.40</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>95.80</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="800" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>2.44</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>25.60</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="981" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>125.20</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>90.00</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="65"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2120" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Suma</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>6278.61</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>4071.58</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>2207.03</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>5393.30</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>6404.50</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>8302.30</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="800" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>411.64</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>2100.80</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="981" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>8143.20</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>4949.20</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="65"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2120" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Cuenta</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>201.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>201.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>201.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>201.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>201.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>201.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="800" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>201.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>201.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="981" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>201.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>201.00</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="65"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2120" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Coeficiente de variación</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.30</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.22</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.60</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.84</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.36</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="920" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom 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w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.38</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="981" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="auto" w:fill="auto"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r 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wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>2.2 Modelos de machine learning</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>2.2.1 Descripción general del Light GBM </w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Light GBM es una forma de árbol de decisión de aumento de gradiente que se establece sobre una técnica de árbol de decisión propuesta por Microsoft Research según </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Sun</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Lei</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, et al. (2021). Light GBM es un enfoque poderoso para resolver problemas de regresión, clasificación y otros problemas de machine learning. Utiliza menos memoria y supera en precisión de predicción. Busca mejorar el rendimiento informático para abordar de forma más eficaz problemas de predicción de grandes datos según Liang, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Weizhang</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, et al. (2020). El algoritmo Light GBM incluye dos técnicas innovadoras: muestreo unilateral basado en gradientes (GOSS), que se considera que gestiona un gran conjunto de datos, y agrupación de características exclusivas (EFB), que pretende gestionar numerosas características de datos sin problemas de sobreajuste. Basado en el método del histograma y el enfoque de crecimiento de las hojas del árbol, Light GBM mejora el entrenamiento y minimiza el uso de la memoria. Los puntos flotantes posteriores se dividen en pequeños contenedores. A continuación, el histograma con ancho se construye utilizando estos contenedores. Las estadísticas </w:t></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>requeridas (suma de gradiente y recuento de muestras en cada contenedor) se encuentran en el histograma hasta que se examinan los datos por primera vez. El mejor punto de segmentación se puede determinar utilizando el valor discreto del histograma Zeng, Hong, et al. (2021). El costo de almacenamiento y medición se puede reducir empleando este método. La fig. 3 muestra las técnicas de crecimiento nivelado y en hojas sabias. Según el enfoque de crecimiento nivelado, las hojas de la misma capa se dividen al mismo tiempo. Es mejor optimizar con numerosos subprocesos y mantener bajo control la complejidad del modelo. Además, las hojas de una misma capa se manipulan mucho, a pesar de que tienen una adquisición de información diferente. La ganancia de información según </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Kodaz</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Halife</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, et al. 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w:right=&quot;1701&quot; w:bottom=&quot;1417&quot; w:left=&quot;1701&quot; w:header=&quot;720&quot; w:footer=&quot;720&quot; w:gutter=&quot;0&quot;/&gt;&lt;w:cols w:space=&quot;720&quot;/&gt;&lt;/w:sectPr&gt;&lt;/wx:sect&gt;&lt;/w:body&gt;&lt;/w:wordDocument&gt;"><v:imagedata src="wordml://03000007.png" o:title="" chromakey="white"/></v:shape></w:pict></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:fldChar w:fldCharType="end"/></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> es la proporción de </w:t></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:fldChar w:fldCharType="begin"/></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:instrText> QUOTE </w:instrText></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:pict><v:shape id="_x0000_i1036" type="#_x0000_t75" style="width:7.2pt;height:12.6pt" equationxml="&lt;?xml version=&quot;1.0&quot; encoding=&quot;UTF-8&quot; 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w:right=&quot;1701&quot; w:bottom=&quot;1417&quot; w:left=&quot;1701&quot; w:header=&quot;720&quot; w:footer=&quot;720&quot; w:gutter=&quot;0&quot;/&gt;&lt;w:cols w:space=&quot;720&quot;/&gt;&lt;/w:sectPr&gt;&lt;/wx:sect&gt;&lt;/w:body&gt;&lt;/w:wordDocument&gt;"><v:imagedata src="wordml://0300000C.png" o:title="" chromakey="white"/></v:shape></w:pict></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:fldChar w:fldCharType="end"/></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Ciertas hojas con una ganancia mínima de información son redundantes, lo que genera un aumento significativo en el consumo de memoria y hace que este método sea ineficaz.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>El enfoque de crecimiento en hojas, en particular, es más exitoso ya que solo divide la hoja con mayor ganancia de información en la misma capa (Fig. 4). Además, mediante esta técnica se pueden inducir árboles con una gran profundidad; Para evitar el sobreajuste, se impone un límite de profundidad máxima durante el crecimiento del árbol según </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Kodaz</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Halife</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>, et al. 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El algoritmo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGboost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> introducido por Chen y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Guestrin</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> es un enfoque novedoso implementado para máquinas de aumento de gradiente, particularmente para árboles de regresión de clasificación según Chen, T., &amp; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Guestrin</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, C. (2016, August). La técnica se basa en la idea de "impulso", que combina la predicción de aprendiz </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>debil</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> con enfoques de entrenamiento aditivo para construir un alumno poderoso. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGboost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> ayuda a evitar el sobreajuste, así como a optimizar las capacidades computacionales como mencionan Fan, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Junliang</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, et al. (2018) y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Ullah</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Irfan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, et al. (2022). Esto se logra minimizando las funciones objetivo, lo que permite combinar los términos de predicción y regularización mientras se mantiene la velocidad de procesamiento más rápida posible. Durante el proceso de </w:t></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>entrenamiento, la estimación similar de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGboost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> también se realiza automáticamente. Se describen los mecanismos de aprendizaje aditivo en </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGboost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Para fijar los límites de un aprendiz débil, el primer aprendiz se ajusta al conjunto de datos de entrada completo y luego el segundo modelo se ajusta a los residuos de acuerdo con </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Ullah</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Irfan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, et al. (2022). La figura 5 muestra el esquema de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGboost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. 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w:val="ES"/></w:rPr><w:t> y </w:t></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:fldChar w:fldCharType="begin"/></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:instrText> QUOTE </w:instrText></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:pict><w:binData w:name="wordml://0300001C.png" xml:space="preserve">iVBORw0KGgoAAAANSUhEUgAAAAoAAAAVCAIAAADw0OikAAAAAXNSR0IArs4c6QAAAAlwSFlzAAAS
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wsp:val=&quot;00FD7613&quot;/&gt;&lt;wsp:rsid wsp:val=&quot;00FE6B44&quot;/&gt;&lt;wsp:rsid wsp:val=&quot;00FE6E7B&quot;/&gt;&lt;/wsp:rsids&gt;&lt;/w:docPr&gt;&lt;w:body&gt;&lt;wx:sect&gt;&lt;w:p wsp:rsidR=&quot;00000000&quot; wsp:rsidRDefault=&quot;00BD3343&quot; wsp:rsidP=&quot;00BD3343&quot;&gt;&lt;m:oMathPara&gt;&lt;m:oMath&gt;&lt;m:r&gt;&lt;w:rPr&gt;&lt;w:rFonts w:ascii=&quot;Cambria Math&quot; w:fareast=&quot;Calibri&quot; w:h-ansi=&quot;Cambria Math&quot; w:cs=&quot;Times New Roman&quot;/&gt;&lt;wx:font wx:val=&quot;Cambria Math&quot;/&gt;&lt;w:i/&gt;&lt;w:color w:val=&quot;000000&quot;/&gt;&lt;w:sz w:val=&quot;22&quot;/&gt;&lt;w:sz-cs w:val=&quot;22&quot;/&gt;&lt;w:lang w:val=&quot;ES&quot; w:fareast=&quot;EN-US&quot;/&gt;&lt;/w:rPr&gt;&lt;m:t&gt;Î»&lt;/m:t&gt;&lt;/m:r&gt;&lt;/m:oMath&gt;&lt;/m:oMathPara&gt;&lt;/w:p&gt;&lt;w:sectPr wsp:rsidR=&quot;00000000&quot;&gt;&lt;w:pgSz w:w=&quot;12240&quot; w:h=&quot;15840&quot;/&gt;&lt;w:pgMar w:top=&quot;1417&quot; w:right=&quot;1701&quot; w:bottom=&quot;1417&quot; w:left=&quot;1701&quot; w:header=&quot;720&quot; w:footer=&quot;720&quot; w:gutter=&quot;0&quot;/&gt;&lt;w:cols w:space=&quot;720&quot;/&gt;&lt;/w:sectPr&gt;&lt;/wx:sect&gt;&lt;/w:body&gt;&lt;/w:wordDocument&gt;"><v:imagedata src="wordml://0300001C.png" o:title="" chromakey="white"/></v:shape></w:pict></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:fldChar w:fldCharType="end"/></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> representan los </w:t></w:r><w:hlink w:dest="https://www.sciencedirect.com/topics/engineering/regularization-parameter" w:screenTip="Obtenga más información sobre los parámetros de regularización en las páginas de temas generadas por IA de ScienceDirect"><w:r wsp:rsidRPr="00492962"><w:rPr><w:rStyle w:val="Hipervnculo"/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>parámetros de regularización</w:t></w:r></w:hlink><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> . Chen, T., &amp; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Guestrin</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, C. (2016)</w:t></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> </w:t></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>proporcionan una ilustración detallada de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>2.3. Desarrollo de modelos</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>El modelo depende de una combinación de características que son esenciales para la eficacia del modelo. El método de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>grid</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>search</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> se utilizó como optimización de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> para </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGboost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> y Light GBM con el fin de identificar un rendimiento mejorado y una alta precisión. Este método estima el rendimiento para cada combinación de todos los </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> indicados y sus valores, y luego elige el valor </w:t></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>óptimo para los </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. En la optimización de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>grid</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>search</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, un subconjunto de puntos de datos se mantiene completamente enmascarado de los modelos y se utiliza como un "conjunto de prueba" para mejorar la precisión de los modelos de ML y eliminar cualquier posible sobreajuste. En este estudio, los parámetros optimizados del experimento revelaron un mayor rendimiento para la identificación y predicción de la máxima densidad seca, optimo contenido de humedad, CBR95 y CBR100. </w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>La optimización de los </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> mediante el </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>grid</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>search</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> de los modelos </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> y Light GBM para la MDS, OCH, CBR100 y CBR95 con las 6 variables (G, A, F, LL, LP e IP) se muestra en las tablas 2, 3,5,6,8,9,11,12.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>La optimización de los </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> mediante el </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>grid</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>search</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> de los modelos </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> y Light GBM para el CBR100 y CBR95 con las 8 variables (G, A, F, LL, LP, IP, MDS y OCH) se muestra en las tablas 14,15,17 y 18.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>2.4. Evaluación del modelo</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Los modelos se evaluaron utilizando índices estadísticos (métricas de rendimiento) de uso común, a saber, error absoluto medio (MAE), error cuadrático medio (RMSE) y error porcentual absoluto medio (MAPE) de acuerdo con Amin, Muhammad N. et al. (2022); </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Bardhan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A. et al. (2021) y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Bardhan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A. et al. (2021). Tenga en cuenta que los valores ideales de RMSE, MAE y MAPE es 0.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>3. Resultados y discusión</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>3.1. Evaluación estadística</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>De las tablas 4,7,10,13, 16 y 19 se determinan los valores de las métricas de desempeño (RMSE, MAE y MAPE) para la MDS, OCH, CBR100 y CBR95, y luego para el CBR100 y CBR95 agregando la MDS y OCH (8 variables) con los enfoques </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> para el escenario de entrenamiento (training) y conjuntos de datos de prueba (</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>testing</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>).</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:listPr><w:ilvl w:val="0"/><w:ilfo w:val="14"/><wx:t wx:val="·"/><wx:font wx:val="Symbol"/></w:listPr><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Para el caso de la MDS se puede apreciar que en el escenario de entrenamiento y prueba el modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> supera al modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> en todas las métricas de desempeño en cuanto al RMSE, MAE y MAPE.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:listPr><w:ilvl w:val="0"/><w:ilfo w:val="14"/><wx:t wx:val="·"/><wx:font wx:val="Symbol"/></w:listPr><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Para el caso de la OCH se puede apreciar que en el escenario de entrenamiento y prueba el modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> supera al modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> en todas las métricas de desempeño en cuanto al RMSE, MAE y MAPE.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:listPr><w:ilvl w:val="0"/><w:ilfo w:val="14"/><wx:t wx:val="·"/><wx:font wx:val="Symbol"/></w:listPr><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Para el caso de la CBR100 se puede apreciar que en el escenario de entrenamiento y prueba el modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> supera al modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> en todas las métricas de desempeño en cuanto al RMSE, MAE y MAPE.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:listPr><w:ilvl w:val="0"/><w:ilfo w:val="14"/><wx:t wx:val="·"/><wx:font wx:val="Symbol"/></w:listPr><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Para el caso de la CBR95 se puede apreciar que en el escenario de entrenamiento y prueba el modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> supera al modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> en todas las métricas de desempeño en cuanto al RMSE, MAE y MAPE.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:listPr><w:ilvl w:val="0"/><w:ilfo w:val="14"/><wx:t wx:val="·"/><wx:font wx:val="Symbol"/></w:listPr><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Para el caso de la CBR100 con las 8 variables (G, A, F, LL, LP, IP, MDS, OCH) se puede apreciar que en el escenario de entrenamiento y prueba el modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> supera al modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> en todas las métricas de desempeño en cuanto al RMSE, MAE y MAPE.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:listPr><w:ilvl w:val="0"/><w:ilfo w:val="14"/><wx:t wx:val="·"/><wx:font wx:val="Symbol"/></w:listPr><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Para el caso de la CBR95 con las 8 variables (G, A, F, LL, LP, IP, MDS, OCH) se puede apreciar que en el escenario de entrenamiento y prueba el modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> supera al modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> en todas las métricas de desempeño en cuanto al RMSE, MAE y MAPE.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Dado que los valores de RMSE, MAE y MAPE en el caso de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> son menores en comparación a </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> para todo el conjunto de datos (entrenamiento y prueba), por lo que el modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> representa el mayor rendimiento con respecto al modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> obteniendo menores errores en las predicciones para la MDS, OCH, CBR100, CBR95 y (CBR100 y CBR95 con 8 variables).</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><aml:annotation aml:id="6" w:type="Word.Bookmark.Start" w:name="_Hlk158997285"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>3.1.1. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> y métricas de rendimiento considerando las 6 variables (G, A, F, LL, LP e IP) para predecir el MDS, OCH, CBR100 Y CBR95.</w:t></w:r></w:p><aml:annotation aml:id="6" w:type="Word.Bookmark.End"/><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>3.1.1.1. Predicción de la máxima densidad seca (MDS).</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tabla 2. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> ajustados u optimizados de Light GBM para predecir la MDS.</w:t></w:r></w:p><w:tbl><w:tblPr><w:tblW w:w="8784" w:type="dxa"/><w:tblCellMar><w:left w:w="70" w:type="dxa"/><w:right w:w="70" w:type="dxa"/></w:tblCellMar><w:tblLook w:val="04A0"/></w:tblPr><w:tblGrid><w:gridCol w:w="1838"/><w:gridCol w:w="5245"/><w:gridCol w:w="709"/><w:gridCol w:w="992"/></w:tblGrid><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Parámetros</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Descripción</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Valor</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Rango</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>leargning_rate</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Para reducir el paso de gradiente</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.01</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.01-0.2</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>max_depth</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Profundidad del árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t> 1 - 8</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>n_estimators</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Construir el máximo número de árboles posible</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>600</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>100-600</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>colsample_bytree</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Proporción de submuestra de columnas al construir cada árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.7</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.1-0.70</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>num_leaves</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Número máximo de hojas</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>7</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t> 1 - 8</w:t></w:r></w:p></w:tc></w:tr></w:tbl><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tabla 3. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> ajustados u optimizados de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGboost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> para predecir la MDS.</w:t></w:r></w:p><w:tbl><w:tblPr><w:tblW w:w="8784" w:type="dxa"/><w:tblCellMar><w:left w:w="70" w:type="dxa"/><w:right w:w="70" w:type="dxa"/></w:tblCellMar><w:tblLook w:val="04A0"/></w:tblPr><w:tblGrid><w:gridCol w:w="1887"/><w:gridCol w:w="5245"/><w:gridCol w:w="709"/><w:gridCol w:w="992"/></w:tblGrid><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Parámetros</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Descripción</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Valor</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Rango</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>leargning_rate</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Para reducir el paso de gradiente</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.01</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.01-0.2</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>max_depth</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Profundidad del árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t> 1 - 8</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="426"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>n_estimators</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Construir el máximo número de árboles posible</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>600</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>100-600</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>min_child_weight</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Número mínimo de instancias necesarias para cada nodo</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>5</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1-5</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>colsample_bytree</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Proporción de submuestra de columnas al construir cada árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.7</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t> 0.1-0.7</w:t></w:r></w:p></w:tc></w:tr></w:tbl><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tabla 4. Comparación entre el rendimiento del modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> para predecir la MDS.</w:t></w:r></w:p><w:tbl><w:tblPr><w:tblW w:w="7792" w:type="dxa"/><w:tblCellMar><w:left w:w="70" w:type="dxa"/><w:right w:w="70" w:type="dxa"/></w:tblCellMar><w:tblLook w:val="04A0"/></w:tblPr><w:tblGrid><w:gridCol w:w="1200"/><w:gridCol w:w="3190"/><w:gridCol w:w="1842"/><w:gridCol w:w="1560"/></w:tblGrid><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1200" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Escenario</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="3190" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Métricas de rendimiento</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1842" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Light GBM</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1560" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1200" w:type="dxa"/><w:vmerge w:val="restart"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Training</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="3190" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>RMSE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1842" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.09354</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1560" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.09179</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1200" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"/></w:tc><w:tc><w:tcPr><w:tcW w:w="3190" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>MAE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1842" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.07274</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1560" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.07055</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1200" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"/></w:tc><w:tc><w:tcPr><w:tcW w:w="3190" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>MAPE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1842" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>3.65086</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1560" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>3.53706</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1200" w:type="dxa"/><w:vmerge w:val="restart"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>Testing</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="3190" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>RMSE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1842" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.10251</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1560" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.10094</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1200" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"/></w:tc><w:tc><w:tcPr><w:tcW w:w="3190" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>MAE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1842" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.07871</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1560" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.07793</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1200" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"/></w:tc><w:tc><w:tcPr><w:tcW w:w="3190" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>MAPE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1842" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>3.88486</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1560" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>3.84061</w:t></w:r></w:p></w:tc></w:tr></w:tbl><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>3.1.1.2. Predicción del Óptimo Contenido de Humedad (OCH).</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tabla 5. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> ajustados u optimizados de Light GBM para predecir el OCH.</w:t></w:r></w:p><w:tbl><w:tblPr><w:tblW w:w="8831" w:type="dxa"/><w:tblCellMar><w:left w:w="70" w:type="dxa"/><w:right w:w="70" w:type="dxa"/></w:tblCellMar><w:tblLook w:val="04A0"/></w:tblPr><w:tblGrid><w:gridCol w:w="1838"/><w:gridCol w:w="5245"/><w:gridCol w:w="756"/><w:gridCol w:w="992"/></w:tblGrid><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Parámetros</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Descripción</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="756" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Valor</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Rango</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>leargning_rate</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Para reducir el paso de gradiente</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="756" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.01</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.01-0.2</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>max_depth</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Profundidad del árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="756" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t> 1 - 8</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>n_estimators</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Construir el máximo número de árboles posible</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="756" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>600</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>100-600</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>colsample_bytree</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Proporción de submuestra de columnas al construir cada árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="756" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.7</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.1-0.70</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>num_leaves</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Número máximo de hojas</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="756" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>8</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t> 1 - 8</w:t></w:r></w:p></w:tc></w:tr></w:tbl><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tabla 6. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> ajustados u optimizados de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGboost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> para predecir el OCH.</w:t></w:r></w:p><w:tbl><w:tblPr><w:tblW w:w="8784" w:type="dxa"/><w:tblCellMar><w:left w:w="70" w:type="dxa"/><w:right w:w="70" w:type="dxa"/></w:tblCellMar><w:tblLook w:val="04A0"/></w:tblPr><w:tblGrid><w:gridCol w:w="1887"/><w:gridCol w:w="5245"/><w:gridCol w:w="709"/><w:gridCol w:w="992"/></w:tblGrid><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Parámetros</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Descripción</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Valor</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Rango</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>leargning_rate</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Para reducir el paso de gradiente</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.01</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.01-0.2</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>max_depth</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Profundidad del árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t> 1 - 8</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>n_estimators</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Construir el máximo número de árboles posible</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>600</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>100-600</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>min_child_weight</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Número mínimo de instancias necesarias para cada nodo</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>5</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1-5</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>colsample_bytree</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Proporción de submuestra de columnas al construir cada árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.7</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.1-0.7</w:t></w:r></w:p></w:tc></w:tr></w:tbl><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tabla 7. Comparación entre el rendimiento del modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> para predecir el OCH.</w:t></w:r></w:p><w:tbl><w:tblPr><w:tblW w:w="7792" w:type="dxa"/><w:tblCellMar><w:left w:w="70" w:type="dxa"/><w:right w:w="70" w:type="dxa"/></w:tblCellMar><w:tblLook w:val="04A0"/></w:tblPr><w:tblGrid><w:gridCol w:w="1200"/><w:gridCol w:w="3048"/><w:gridCol w:w="1701"/><w:gridCol w:w="1843"/></w:tblGrid><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1200" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Escenario</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="3048" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Métricas de rendimiento</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1701" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Light GBM</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1843" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1200" w:type="dxa"/><w:vmerge w:val="restart"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Training</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="3048" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>RMSE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1701" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>2.30796</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1843" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>2.19852</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1200" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"/></w:tc><w:tc><w:tcPr><w:tcW w:w="3048" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>MAE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1701" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1.6748</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1843" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1.6027</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1200" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"/></w:tc><w:tc><w:tcPr><w:tcW w:w="3048" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>MAPE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1701" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>16.1972</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1843" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>15.8269</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1200" w:type="dxa"/><w:vmerge w:val="restart"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>Testing</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="3048" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>RMSE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1701" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>2.4461</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1843" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>2.3066</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1200" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"/></w:tc><w:tc><w:tcPr><w:tcW w:w="3048" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>MAE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1701" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1.7764</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1843" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1.6928</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1200" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"/></w:tc><w:tc><w:tcPr><w:tcW w:w="3048" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>MAPE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1701" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>18.5069</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1843" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>17.9821</w:t></w:r></w:p></w:tc></w:tr></w:tbl><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>3.1.1.3. Predicción del CBR al 100% de la MDS (CBR100).</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tabla 8. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> ajustados u optimizados de Light GBM para predecir el CBR100.</w:t></w:r></w:p><w:tbl><w:tblPr><w:tblW w:w="8784" w:type="dxa"/><w:tblCellMar><w:left w:w="70" w:type="dxa"/><w:right w:w="70" w:type="dxa"/></w:tblCellMar><w:tblLook w:val="04A0"/></w:tblPr><w:tblGrid><w:gridCol w:w="1838"/><w:gridCol w:w="5245"/><w:gridCol w:w="709"/><w:gridCol w:w="992"/></w:tblGrid><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Parámetros</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Descripción</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Valor</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Rango</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>leargning_rate</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Para reducir el paso de gradiente</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.01</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.01-0.2</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>max_depth</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Profundidad del árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>5</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t> 1 - 8</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>n_estimators</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Construir el máximo número de árboles posible</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>600</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>100-600</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>colsample_bytree</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Proporción de submuestra de columnas al construir cada árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.1</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.1-0.70</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>num_leaves</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Número máximo de hojas</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>6</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t> 1 - 8</w:t></w:r></w:p></w:tc></w:tr></w:tbl><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tabla 9. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> ajustados u optimizados de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGboost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> para predecir el CBR100.</w:t></w:r></w:p><w:tbl><w:tblPr><w:tblW w:w="8784" w:type="dxa"/><w:tblCellMar><w:left w:w="70" w:type="dxa"/><w:right w:w="70" w:type="dxa"/></w:tblCellMar><w:tblLook w:val="04A0"/></w:tblPr><w:tblGrid><w:gridCol w:w="1887"/><w:gridCol w:w="5245"/><w:gridCol w:w="709"/><w:gridCol w:w="992"/></w:tblGrid><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Parámetros</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Descripción</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Valor</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Rango</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>leargning_rate</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Para reducir el paso de gradiente</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.01</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.01-0.2</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>max_depth</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Profundidad del árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>2</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t> 1 - 8</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>n_estimators</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Construir el máximo número de árboles posible</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>400</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>100-600</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>min_child_weight</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Número mínimo de instancias necesarias para cada nodo</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>5</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1 - 5</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>colsample_bytree</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Proporción de submuestra de columnas al construir cada árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.7</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t> 0.1-0.70</w:t></w:r></w:p></w:tc></w:tr></w:tbl><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tabla 10. Comparación entre el rendimiento del modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> para predecir el CBR100.</w:t></w:r></w:p><w:tbl><w:tblPr><w:tblW w:w="7792" w:type="dxa"/><w:tblCellMar><w:left w:w="70" w:type="dxa"/><w:right w:w="70" w:type="dxa"/></w:tblCellMar><w:tblLook w:val="04A0"/></w:tblPr><w:tblGrid><w:gridCol w:w="1838"/><w:gridCol w:w="2977"/><w:gridCol w:w="1417"/><w:gridCol w:w="1560"/></w:tblGrid><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Escenario</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="2977" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Métricas de rendimiento</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1417" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Light GBM</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1560" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:vmerge w:val="restart"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Training</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="2977" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>RMSE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1417" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>14.91129</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1560" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>13.65742</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"/></w:tc><w:tc><w:tcPr><w:tcW w:w="2977" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>MAE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1417" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>11.54861</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1560" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>10.58901</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"/></w:tc><w:tc><w:tcPr><w:tcW w:w="2977" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>MAPE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1417" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>56.96979</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1560" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>52.49169</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:vmerge w:val="restart"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>Testing</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="2977" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>RMSE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1417" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>17.12007</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1560" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>16.75096</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"/></w:tc><w:tc><w:tcPr><w:tcW w:w="2977" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>MAE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1417" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>12.67346</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1560" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>12.51784</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"/></w:tc><w:tc><w:tcPr><w:tcW w:w="2977" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>MAPE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1417" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>58.42492</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1560" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>52.85221</w:t></w:r></w:p></w:tc></w:tr></w:tbl><w:p wsp:rsidR="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>3.1.1.4. Predicción del CBR al 95% de la MDS (CBR95).</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tabla 11. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> ajustados u optimizados de Light GBM para predecir el CBR95.</w:t></w:r></w:p><w:tbl><w:tblPr><w:tblW w:w="8784" w:type="dxa"/><w:tblCellMar><w:left w:w="70" w:type="dxa"/><w:right w:w="70" w:type="dxa"/></w:tblCellMar><w:tblLook w:val="04A0"/></w:tblPr><w:tblGrid><w:gridCol w:w="1838"/><w:gridCol w:w="5245"/><w:gridCol w:w="709"/><w:gridCol w:w="992"/></w:tblGrid><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Parámetros</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Descripción</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Valor</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Rango</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>leargning_rate</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Para reducir el paso de gradiente</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.01</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.01-0.2</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>max_depth</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Profundidad del árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>3</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t> 1 - 8</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>n_estimators</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Construir el máximo número de árboles posible</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>600</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>100-600</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>colsample_bytree</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Proporción de submuestra de columnas al construir cada árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.1</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.1-0.70</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>num_leaves</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Número máximo de hojas</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="709" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>6</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t> 1 - 8</w:t></w:r></w:p></w:tc></w:tr></w:tbl><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tabla 12. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> ajustados u optimizados de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> para predecir el CBR95.</w:t></w:r></w:p><w:tbl><w:tblPr><w:tblW w:w="8642" w:type="dxa"/><w:tblCellMar><w:left w:w="70" w:type="dxa"/><w:right w:w="70" w:type="dxa"/></w:tblCellMar><w:tblLook w:val="04A0"/></w:tblPr><w:tblGrid><w:gridCol w:w="1851"/><w:gridCol w:w="5142"/><w:gridCol w:w="676"/><w:gridCol w:w="975"/></w:tblGrid><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Parámetros</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Descripción</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="567" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Valor</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Rango</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>leargning_rate</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Para reducir el paso de gradiente</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="567" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.01</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.01-0.2</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>max_depth</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Profundidad del árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="567" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>2</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t> 1 - 8</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>n_estimators</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Construir el máximo número de árboles posible</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="567" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>600</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>100-600</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>min_child_weight</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Número mínimo de instancias necesarias para cada nodo</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="567" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>5</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1 - 5</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>colsample_bytree</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Proporción de submuestra de columnas al construir cada árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="567" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.7</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t> 0.1-0.70</w:t></w:r></w:p></w:tc></w:tr></w:tbl><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tabla 13. Comparación entre el rendimiento del modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> para predecir el CBR95.</w:t></w:r></w:p><w:tbl><w:tblPr><w:tblW w:w="8217" w:type="dxa"/><w:tblCellMar><w:left w:w="70" w:type="dxa"/><w:right w:w="70" w:type="dxa"/></w:tblCellMar><w:tblLook w:val="04A0"/></w:tblPr><w:tblGrid><w:gridCol w:w="1838"/><w:gridCol w:w="2552"/><w:gridCol w:w="1842"/><w:gridCol w:w="1985"/></w:tblGrid><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Escenario</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="2552" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Métricas de rendimiento</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1842" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Light GBM</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1985" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:vmerge w:val="restart"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Training</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="2552" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>RMSE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1842" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>9.76944</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1985" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>8.017</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"/></w:tc><w:tc><w:tcPr><w:tcW w:w="2552" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>MAE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1842" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>7.24873</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1985" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>5.98203</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"/></w:tc><w:tc><w:tcPr><w:tcW w:w="2552" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>MAPE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1842" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>55.99586</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1985" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>45.12968</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:vmerge w:val="restart"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>Testing</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="2552" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>RMSE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1842" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>12.39321</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1985" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>12.33617</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"/></w:tc><w:tc><w:tcPr><w:tcW w:w="2552" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>MAE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1842" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>9.15759</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1985" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>8.89962</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"/></w:tc><w:tc><w:tcPr><w:tcW w:w="2552" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>MAPE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1842" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>59.09576</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1985" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>49.22769</w:t></w:r></w:p></w:tc></w:tr></w:tbl><w:p wsp:rsidR="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>3.1.2. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> y métricas de rendimiento considerando las 8 variables (G, A, F, LL, LP, IP, MDS y OCH) para predecir el CBR100 Y CBR95.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>3.1.2.1. Predicción del CBR al 100% de la MDS (CBR100) utilizando las 8 variables (G, A, F, LL, LP, IP, MDS y OCH).</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tabla 14. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> ajustados u optimizados de Light GBM para predecir el CBR100 utilizando las 8 variables (G, A, F, LL, LP, IP, MDS y OCH).</w:t></w:r></w:p><w:tbl><w:tblPr><w:tblW w:w="8642" w:type="dxa"/><w:tblCellMar><w:left w:w="70" w:type="dxa"/><w:right w:w="70" w:type="dxa"/></w:tblCellMar><w:tblLook w:val="04A0"/></w:tblPr><w:tblGrid><w:gridCol w:w="1813"/><w:gridCol w:w="5172"/><w:gridCol w:w="679"/><w:gridCol w:w="980"/></w:tblGrid><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Parámetros</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Descripción</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="567" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Valor</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Rango</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>leargning_rate</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Para reducir el paso de gradiente</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="567" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.01</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.01-0.2</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>max_depth</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Profundidad del árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="567" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>3</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t> 1 - 8</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>n_estimators</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Construir el máximo número de árboles posible</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="567" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>600</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>100-600</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>colsample_bytree</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Proporción de submuestra de columnas al construir cada árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="567" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.1</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.1-0.70</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1838" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>num_leaves</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5245" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Número máximo de hojas</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="567" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>6</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t> 1 - 8</w:t></w:r></w:p></w:tc></w:tr></w:tbl><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tabla 15. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> ajustados u optimizados de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> para predecir el CBR100 utilizando las 8 variables (G, A, F, LL, LP, IP, MDS y OCH).</w:t></w:r></w:p><w:tbl><w:tblPr><w:tblW w:w="8644" w:type="dxa"/><w:tblCellMar><w:left w:w="70" w:type="dxa"/><w:right w:w="70" w:type="dxa"/></w:tblCellMar><w:tblLook w:val="04A0"/></w:tblPr><w:tblGrid><w:gridCol w:w="1880"/><w:gridCol w:w="5001"/><w:gridCol w:w="792"/><w:gridCol w:w="971"/></w:tblGrid><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1851" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Parámetros</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5023" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Descripción</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="795" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Valor</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="975" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Rango</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1851" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>leargning_rate</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5023" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Para reducir el paso de gradiente</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="795" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.1</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="975" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.01-0.2</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1851" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>max_depth</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5023" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Profundidad del árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="795" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="975" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t> 1 - 8</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1851" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>n_estimators</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5023" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Construir el máximo número de árboles posible</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="795" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>100</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="975" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>100-600</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1851" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>min_child_weight</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5023" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Número mínimo de instancias necesarias para cada nodo</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="795" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>5</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="975" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>1 - 5</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1851" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>colsample_bytree</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5023" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Proporción de submuestra de columnas al construir cada árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="795" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>0.1</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="975" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t> 0.1-0.70</w:t></w:r></w:p></w:tc></w:tr></w:tbl><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tabla 16. Comparación entre el rendimiento del modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> para predecir el CBR100 utilizando las 8 variables (G, A, F, LL, LP, IP, MDS y OCH).</w:t></w:r></w:p><w:tbl><w:tblPr><w:tblW w:w="7792" w:type="dxa"/><w:jc w:val="center"/><w:tblCellMar><w:left w:w="70" w:type="dxa"/><w:right w:w="70" w:type="dxa"/></w:tblCellMar><w:tblLook w:val="04A0"/></w:tblPr><w:tblGrid><w:gridCol w:w="1696"/><w:gridCol w:w="2410"/><w:gridCol w:w="1701"/><w:gridCol w:w="1985"/></w:tblGrid><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/><w:jc w:val="center"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1696" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Escenario</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="2410" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Métricas de rendimiento</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1701" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Light GBM</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1985" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/><w:jc w:val="center"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1696" w:type="dxa"/><w:vmerge w:val="restart"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>Training</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="2410" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>RMSE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1701" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>14.53778</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1985" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>13.31218</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/><w:jc w:val="center"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1696" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"/></w:tc><w:tc><w:tcPr><w:tcW w:w="2410" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>MAE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1701" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>11.53853</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1985" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>10.44234</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/><w:jc w:val="center"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1696" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"/></w:tc><w:tc><w:tcPr><w:tcW w:w="2410" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>MAPE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1701" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>59.14108</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1985" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>53.97036</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/><w:jc w:val="center"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1696" w:type="dxa"/><w:vmerge w:val="restart"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:t>Testing</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="2410" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>RMSE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1701" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>16.07289</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1985" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>15.44851</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/><w:jc w:val="center"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1696" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"/></w:tc><w:tc><w:tcPr><w:tcW w:w="2410" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>MAE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1701" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>12.74025</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1985" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>12.21478</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/><w:jc w:val="center"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1696" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"/></w:tc><w:tc><w:tcPr><w:tcW w:w="2410" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>MAPE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1701" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>61.23694</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1985" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:r wsp:rsidRPr="00492962"><w:t>56.40786</w:t></w:r></w:p></w:tc></w:tr></w:tbl><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>3.1.2.2. Predicción del CBR al 95% de la MDS (CBR95) utilizando las 8 variables (G, A, F, LL, LP, IP, MDS y OCH).</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tabla 17. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> ajustados u optimizados de Light GBM para predecir el CBR95 utilizando las 8 variables (G, A, F, LL, LP, IP, MDS y OCH).</w:t></w:r></w:p><w:tbl><w:tblPr><w:tblW w:w="8642" w:type="dxa"/><w:tblCellMar><w:left w:w="70" w:type="dxa"/><w:right w:w="70" w:type="dxa"/></w:tblCellMar><w:tblLook w:val="04A0"/></w:tblPr><w:tblGrid><w:gridCol w:w="1796"/><w:gridCol w:w="5199"/><w:gridCol w:w="675"/><w:gridCol w:w="974"/></w:tblGrid><w:tr wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="150"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1773" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>Parámetros</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5310" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>Descripción</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="567" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>Valor</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>Rango</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="64"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1773" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="002E47AD"><w:t>leargning_rate</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5310" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>Para reducir el paso de gradiente</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="567" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>0.01</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>0.01-0.2</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="64"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1773" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="002E47AD"><w:t>max_depth</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5310" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>Profundidad del árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="567" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>3</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t> 1 - 8</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="64"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1773" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="002E47AD"><w:t>n_estimators</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5310" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>Construir el máximo número de árboles posible</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="567" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>600</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>100-600</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="64"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1773" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="002E47AD"><w:t>colsample_bytree</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5310" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>Proporción de submuestra de columnas al construir cada árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="567" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>0.1</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>0.1-0.70</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="64"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1773" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="002E47AD"><w:t>num_leaves</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5310" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>Número máximo de hojas</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="567" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>6</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="992" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t> 1 - 8</w:t></w:r></w:p></w:tc></w:tr></w:tbl><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tabla 18. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> ajustados u optimizados de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> para predecir el CBR95 utilizando las 8 variables (G, A, F, LL, LP, IP, MDS y OCH).</w:t></w:r></w:p><w:tbl><w:tblPr><w:tblW w:w="8642" w:type="dxa"/><w:tblCellMar><w:left w:w="70" w:type="dxa"/><w:right w:w="70" w:type="dxa"/></w:tblCellMar><w:tblLook w:val="04A0"/></w:tblPr><w:tblGrid><w:gridCol w:w="1841"/><w:gridCol w:w="5181"/><w:gridCol w:w="672"/><w:gridCol w:w="950"/></w:tblGrid><w:tr wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="64"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1737" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>Parámetros</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5319" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>Descripción</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="614" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>Valor</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="972" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>Rango</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="64"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1737" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="002E47AD"><w:t>leargning_rate</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5319" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>Para reducir el paso de gradiente</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="614" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>0.2</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="972" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>0.01-0.2</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="64"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1737" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="002E47AD"><w:t>max_depth</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5319" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>Profundidad del árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="614" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>1</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="972" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t> 1 - 8</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="64"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1737" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="002E47AD"><w:t>n_estimators</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5319" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>Construir el máximo número de árboles posible</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="614" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>100</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="972" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>100-600</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="300"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1737" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="002E47AD"><w:t>min_child_weight</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5319" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>Número mínimo de instancias necesarias para cada nodo</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="614" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>1</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="972" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>1 - 5</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidTr="00492962"><w:trPr><w:trHeight w:val="64"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1737" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="002E47AD"><w:t>colsample_bytree</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="5319" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>Proporción de submuestra de columnas al construir cada árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="614" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>0.4</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="972" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="bottom"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>0.1-0.70</w:t></w:r></w:p></w:tc></w:tr></w:tbl><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tabla 19. Comparación entre el rendimiento del modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> para predecir el CBR95 utilizando las 8 variables (G, A, F, LL, LP, IP, MDS y OCH).</w:t></w:r></w:p><w:tbl><w:tblPr><w:tblW w:w="7797" w:type="dxa"/><w:jc w:val="center"/><w:tblCellMar><w:left w:w="70" w:type="dxa"/><w:right w:w="70" w:type="dxa"/></w:tblCellMar><w:tblLook w:val="04A0"/></w:tblPr><w:tblGrid><w:gridCol w:w="1701"/><w:gridCol w:w="3261"/><w:gridCol w:w="1559"/><w:gridCol w:w="1276"/></w:tblGrid><w:tr wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidTr="002E47AD"><w:trPr><w:trHeight w:val="300"/><w:jc w:val="center"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1701" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>Escenario</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="3261" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>Métricas de rendimiento</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1559" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>Light GBM</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1276" w:type="dxa"/><w:tcBorders><w:top w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="002E47AD"><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidTr="002E47AD"><w:trPr><w:trHeight w:val="300"/><w:jc w:val="center"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1701" w:type="dxa"/><w:vmerge w:val="restart"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>Training</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="3261" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>RMSE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1559" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>8.61229</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1276" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>8.06015</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidTr="002E47AD"><w:trPr><w:trHeight w:val="300"/><w:jc w:val="center"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1701" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"/></w:tc><w:tc><w:tcPr><w:tcW w:w="3261" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>MAE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1559" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>6.44289</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1276" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>5.97108</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidTr="002E47AD"><w:trPr><w:trHeight w:val="300"/><w:jc w:val="center"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1701" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"/></w:tc><w:tc><w:tcPr><w:tcW w:w="3261" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>MAPE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1559" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>50.99823</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1276" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>47.62836</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidTr="002E47AD"><w:trPr><w:trHeight w:val="300"/><w:jc w:val="center"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1701" w:type="dxa"/><w:vmerge w:val="restart"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" 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w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>11.67941</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1276" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r 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w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>MAE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1559" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>8.84248</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1276" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>8.77718</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidTr="002E47AD"><w:trPr><w:trHeight w:val="300"/><w:jc w:val="center"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1701" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"/></w:tc><w:tc><w:tcPr><w:tcW w:w="3261" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>MAPE</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1559" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>54.61247</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1276" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00492962" wsp:rsidRPr="002E47AD" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:r wsp:rsidRPr="002E47AD"><w:t>49.75896</w:t></w:r></w:p></w:tc></w:tr></w:tbl><w:p wsp:rsidR="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="002E47AD" wsp:rsidRPr="00492962" wsp:rsidRDefault="002E47AD" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>3.2. Comparación de pendientes de regresión</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Se investigó el rendimiento de los modelos desarrollados utilizando la pendiente de regresión de la tendencia de la línea al trazar los resultados experimentales en el eje x y los resultados predichos en el eje y (Figuras 6 al 11). Este tipo de investigación para evaluar el modelo de IA ha sido practicado previamente por numerosos investigadores como Khan, M. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Imran</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, et al. (2022);</w:t></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Iqbal</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Mudassir</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, et al. (2021) y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>qbal</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Mudassir</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, et al. (2021). También se ha informado que un valor de la pendiente superior a 0.80 interpreta una buena concordancia entre los resultados experimentales y los previstos según </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Jalal</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Fazal</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> E., et al. (2021).</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Los resultados predichos de los modelos se compararon con los resultados experimentales y se muestran en la Fig. 6 para el caso de la MDS</w:t></w:r><aml:annotation aml:id="7" w:type="Word.Bookmark.Start" w:name="_Hlk159028271"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, y se pudo ver que los dos modelos se correlacionan de forma moderada con los resultados experimentales, es decir, con pendientes de 0.6199 y 0.6205 </w:t></w:r><aml:annotation aml:id="7" w:type="Word.Bookmark.End"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>de la línea de regresión para el conjunto de entrenamiento de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> respectivamente. Asimismo, los conjuntos de datos de prueba también mostraron una correlación moderada de las pendientes de la línea de regresión en comparación con la pendiente de ajuste ideal (pendiente = 1) como se muestra en la Fig.6. Los datos de prueba arrojaron pendientes positivos de 0.6236 y 0.618 de la línea de regresión para </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> respectivamente. Análogamente se pudo apreciar que, para el OCH, CBR100 y CBR95 (figuras del 7 al 11) dado que los valores de las pendientes de regresión resultaron ser menores a 0.8 se deduce que ambos modelos interpretan una moderada correlación entre los resultados experimentales y predichos.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Se puede ver que en el caso de la MDS y OCH (figuras 6 y 7) las pendientes para los datos de entrenamiento el modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> son mayores que </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, sin embargo, las pendientes para los datos de prueba son bajos en el modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> en comparación de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Por otra parte, de las figuras 8 al 11 para el caso del CBR100 y CBR95 (considerando 6 y 8 variables de entrada) se aprecia que las pendientes para los datos de entrenamiento y prueba el modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> son mayores que </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> mostrando más robustez.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>3.2.1. 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</w:binData><v:shape id="Imagen 1" o:spid="_x0000_i1077" type="#_x0000_t75" style="width:425.4pt;height:123pt;visibility:visible;mso-wrap-style:square"><v:imagedata src="wordml://03000022.png" o:title=""/></v:shape></w:pict></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Fig. 11. Comparación de pendientes de regresión de los modelos desarrollados para la relación de soporte de California al 95% de la MDS (CBR95) agregando las variables de la MDS y OCH. En la izquierda se aprecia la pendiente de regresión para el modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, y a la derecha la pendiente de regresión para el modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>4. Conclusiones</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>- </w:t></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>El análisis de correlación mediante el diagrama de pares mostró que la máxima densidad seca (MDS) tiende a disminuir conforme aumentan el contenido óptimo de humedad (OCH), los límites de consistencia y el porcentaje de finos, lo cual es consistente con el comportamiento típico de suelos más plásticos o con mayor proporción de partículas finas, que requieren más agua para compactarse y presentan menor </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>compactabilidad</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>. Asimismo, los valores del CBR al 95% y 100% de la MDS aumentan cuando incrementa la MDS o el contenido de gravas, lo cual refleja una mayor resistencia estructural del suelo al esfuerzo cortante, atribuida a una mejor compactación y a la presencia de partículas gruesas que mejoran el soporte.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>- Para la predicción de MDS y OCH, el modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> alcanzó su rendimiento óptimo con una tasa de aprendizaje de 0.01, una profundidad máxima de 1, 600 árboles, mínimo de 5 instancias por nodo, y una proporción de submuestreo de columnas de 0.7.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>- En el caso del CBR100 y CBR95, considerando seis variables de entrada (grava, arena, finos, límite líquido, límite plástico e índice de plasticidad), el mejor rendimiento del modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> se logró con:</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:pPr><w:listPr><w:ilvl w:val="0"/><w:ilfo w:val="18"/><wx:t wx:val="·"/><wx:font wx:val="Symbol"/></w:listPr><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:jc w:val="both"/><w:rPr><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>CBR100 → tasa de aprendizaje 0.01, profundidad 2, 400 árboles, 5 instancias, submuestreo de 0.7.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:pPr><w:listPr><w:ilvl w:val="0"/><w:ilfo w:val="18"/><wx:t wx:val="·"/><wx:font wx:val="Symbol"/></w:listPr><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:jc w:val="both"/><w:rPr><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>CBR95 → tasa de aprendizaje 0.01, profundidad 2, 600 árboles, 5 instancias, submuestreo de 0.7.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:pPr><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>- Al considerar ocho variables de entrada (agregando MDS y OCH), el rendimiento óptimo del modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> para la predicción del CBR fue:</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:pPr><w:listPr><w:ilvl w:val="0"/><w:ilfo w:val="19"/><wx:t wx:val="·"/><wx:font wx:val="Symbol"/></w:listPr><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:jc w:val="both"/><w:rPr><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>CBR100 → tasa de aprendizaje 0.1, profundidad 1, 100 árboles, 5 instancias, submuestreo de 0.1.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="002E47AD"><w:pPr><w:listPr><w:ilvl w:val="0"/><w:ilfo w:val="19"/><wx:t wx:val="·"/><wx:font wx:val="Symbol"/></w:listPr><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:jc w:val="both"/><w:rPr><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>CBR95 → tasa de aprendizaje 0.2, profundidad 1, 100 árboles, 1 instancia, submuestreo de 0.4.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>- En términos de precisión, el modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> superó al modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> en todas las propiedades analizadas (MDS, OCH, CBR100 y CBR95), mostrando menores valores de error (RMSE, MAE y MAPE) y mayor ajuste entre valores predichos y experimentales.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>- Las pendientes de regresión inferiores a 0.8 reflejan una correlación moderada entre los resultados experimentales y los predichos. En la predicción de MDS y OCH, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> mostró mejor ajuste en los datos de entrenamiento en comparación con </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>, aunque su rendimiento en datos de prueba fue menor. En contraste, para el CBR100 y CBR95, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> mostró mayor robustez tanto en entrenamiento como en prueba, superando a </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> especialmente al incorporar las ocho variables de entrada.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Referencias</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/></w:rPr></w:pPr><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Banerjee</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>, A., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Duflo</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>, E., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Qian</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>, N., 2020. On the </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>road</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>: </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>access</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> to </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>transportation</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>infrastructure</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>economic</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>growth</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> in China. J. Dev. Econ. 145 https://doi.org/ 10.1016/j.jdeveco.2020.102442.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/></w:rPr></w:pPr><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Banerjee</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>, A., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Duflo</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>, E., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Qian</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>, N., 2012. On the </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>road</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>: </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>access</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> to </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>transportation</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>infrastructure</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>economic</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>growth</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> in China. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Work</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Pap</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>. 50.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Ghani, E., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Goswami</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>, A.G., Kerr, W.R., 2016. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Highway</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> to success: the impact of the Golden </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>quadrilateral</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>project</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> for the </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>location</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> and performance of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>Indian</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>manufacturing</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>. Econ. J. 126 (591), 317–357. </w:t></w:r><w:hlink w:dest="https://doi.org/10.1111/ecoj.12207"><w:r wsp:rsidRPr="00492962"><w:rPr><w:rStyle w:val="Hipervnculo"/><w:b-cs/></w:rPr><w:t>https://doi.org/10.1111/ecoj.12207</w:t></w:r></w:hlink><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/></w:rPr><w:t>.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Calderón, C., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Servén</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, L., 2014. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Infrastructure</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Growth</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Inequality</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>: </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>an</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Overview</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, Policy Research </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Working</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Papers</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:hlink w:dest="https://doi.org/10.1596/1813-9450-7034"><w:r wsp:rsidRPr="00492962"><w:rPr><w:rStyle w:val="Hipervnculo"/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>https://doi.org/10.1596/1813-9450-7034</w:t></w:r></w:hlink><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Agrawal</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Galasso</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Oettl</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A., 2017. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Roads</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>innovation</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Rev. Econ. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Stat</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. 99 (3), 417–434. https://doi.org/10.1162/REST_a_00619.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Gibbons, S., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Lyytik¨ainen</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, T., Sanchis-Guarner, R., 2019. New </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>road</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>infrastructure</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>: the </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>effects</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> on </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>firms</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. J. Urban Econ. 110, 35–50.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[B M. Das and N. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Sivakugan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Principles</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of Foundation </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Engineering</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, 9th ed. USA: Cengage Learning, 2019. </w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[A. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Özyankı</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, “</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Soil</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>classification</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>by</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>using</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> artificial neural </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>networks</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>,” </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Master’s</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>thesis</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Near</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> East University, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Nicosi</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, 2019.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>A. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Raad</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Al-</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Adhadh</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, H. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Kadhem</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Sakban</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, and Z. Tawfiq </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Naeem</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, “Effect of Method of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Soil</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Drying</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> On Atterberg </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Limits</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Soil</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Classification</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>,” IOP Conf. Ser. Mater. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Sci</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Eng., vol. 739, no. 1, Feb. 2020</w:t></w:r><w:proofErr w:type="gramStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, :</w:t></w:r><w:proofErr w:type="gramEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> 10.1088/1757-899X/739/1/012044.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>B. Zhou and N. Lu, “</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Correlation</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> between Atterberg </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Limits</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Soil</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Adsorptive</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Water</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>,” J. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Geotech</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Geoenvironmental</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Eng., vol. 147, no. 2, Feb. 2021, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>doi</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>: 10.1061/(ASCE)GT.1943- 5606.0002463.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>V. Y. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Katte</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, S. M. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Mfoyet</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, B. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Manefouet</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A. S. L. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Wouatong</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, and L. A. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Bezeng</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, “</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Correlation</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of California </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Bearing</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Ratio (CBR) Value with </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Soil</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Properties</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of Road </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Subgrade</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Soil</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>,” </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Geotech</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Geol. Eng., vol. 37, no. 1, pp. 217–234, Jan. 2019, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>doi</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>: 10.1007/s10706-018-0604-x.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>T. Li, L. Kong, and B. Liu, “The California </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Bearing</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Ratio and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Pore</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Structure</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Characteristics</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Weakly</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Expansive</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Soil</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> in Frozen </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Areas</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>,” </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Appl</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Sci</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>., vol. 10, no. 21, pp. 1–22, </w:t></w:r><w:proofErr w:type="gramStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Oct.</w:t></w:r><w:proofErr w:type="gramEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> 2020, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>doi</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>: 10.3390/app10217576.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>X. Ji et al., “A </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Prediction</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Method for the California </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Bearing</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Ratio of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Soil</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>-Rock Mixture </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Based</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> on the </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Discrete</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Element</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Method and CT </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Scanning</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>,” Adv. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Civ</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Eng., vol. 2020, pp. 1–12, Sep. 2020, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>doi</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>: 10.1155/2020/9794756.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>E. Mina, R. I. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Kusuma</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, and N. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Ulfah</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, “</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Utilization</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>steel</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>slag</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>fly</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>ash</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> in </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>soil</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>stabilization</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and their effect to california </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>bearing</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> ratio (CBR) value. (Case study: </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Kp</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Kadusentar</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>road</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Medong</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>village</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Mekarjaya</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Subdistrict</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Pandeglang</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>District</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>),” in IOP Conference Series: </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Materials</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Science</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Engineering</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Dec</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. 2019, vol. 673, no. 1, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>doi</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>: 10.1088/1757-899X/673/1/012034.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>E. A. Sandoval Vallejo y W. A. Rivera Mena, “Correlación del CBR con la resistencia a la compresión </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>inconfnada</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>”, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Cienc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. e Ing. Neogranadina, vol. 29, no. 1, pp. 135–152, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Aug</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. 2019, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>doi</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>: 10.18359/rcin.3478.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Universidad Nacional de Ingeniería, “Tarifa de ensayos de laboratorio”, Lima, 2019. [En línea]. Disponible en: </w:t></w:r><w:hlink w:dest="http://www.lms.uni.edu.pe/labsuelos/"><w:r wsp:rsidRPr="00492962"><w:rPr><w:rStyle w:val="Hipervnculo"/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>http://www.lms.uni.edu.pe/labsuelos/</w:t></w:r></w:hlink><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>tarifa/tarifa general 2019.pdf.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Bogado, G. O., Pintos, N. A., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Reinert</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, H. O., &amp; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Bressan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, D. A. (2017). Correlación entre parámetros de compactación y propiedades geotécnicas en suelos tropicales misioneros.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Ministerio de Transportes y Comunicaciones, “Manual de carreteras–Suelos, Geología, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Geotécnia</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> y Pavimentos. Sección: Suelos y Pavimentos”. Perú, 2014.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>E. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Özgan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, S. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Serin</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, and İ. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Vural</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, “</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Multi-faceted</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>investigation</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>modeling</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>compaction</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>parameters</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> for </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>road</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>construction</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>,” J. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Terramechanics</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, vol. 60, pp. 33–42, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Aug</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. 2015, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>doi</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>: 10.1016/</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>j.jterra</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. 2015.02.005.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><aml:annotation aml:id="8" w:type="Word.Bookmark.Start" w:name="_Hlk159060466"/><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Vafoeva</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, O. (2020, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>July</w:t></w:r><aml:annotation aml:id="8" w:type="Word.Bookmark.End"/><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>). </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Hydromechanical</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Method of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Soil</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Compaction</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. In IOP Conference Series: </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Materials</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Science</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Engineering</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> (Vol. 883, No. 1, p. 012061). IOP Publishing.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>J. C. Chirinos Quispe, “Efecto de la energía de compactación en la densidad seca máxima y contenido óptimo de humedad del suelo granular de la cantera El Gavilán, 2015”, Tesis de licenciatura, Universidad Privada del Norte, 2016.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>E. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Millan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>-Romero and C. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Millan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>-Paramo, “Relationship of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>water</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>parameters</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> with the </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>optimum</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>moisture</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>content</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> in </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>clay</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>soils</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>,” ARPN J. Eng. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Appl</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Sci</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>., vol. 15, no. 15, pp. 1666–1671, 2020.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>I. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Ekanayake</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, D. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Meddage</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, U. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Rathnayake</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A novel approach to </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>explain</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> the </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>black</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>-box </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>nature</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of machine learning in </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>compressive</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>strength</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>predictions</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of concrete </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>using</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Shapley </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>additive</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>explanations</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> (SHAP), Case </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Studies</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, Constr. Mater. (2022) e01059.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> N. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Kardani</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Bardhan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, D. Kim, P. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Samui</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A. Zhou, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Modelling</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> the </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>energy</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> performance of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>residential</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>buildings</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>using</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>advanced</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>computational</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>frameworks</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>based</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> on RVM GMDH, ANFIS-BBO and ANFIS-IPSO, J. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Build</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Eng. 35 (2021), 102105. </w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>M.N.A. Raja, S.K. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Shukla</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Predicting</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> the </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>settlement</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>geosynthetic-reinforced</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>soil</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>foundations</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>using</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>evolutionary</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> artificial </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>intelligence</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> technique, Geotextiles and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Geomembranes</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> 49 (5) (2021) 1280–1293. </w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>B. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Hilloulin</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, V.Q. Tran, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Using</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> machine learning </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>techniques</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> for </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>predicting</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>autogenous</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>shrinkage</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of concrete </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>incorporating</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>superabsorbent</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>polymers</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>supplementary</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>cementitious</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>materials</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, J. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Build</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Eng. (2022), 104086. </w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>H. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Adel</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, M.I. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Ghazaan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A.H. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Korayem</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, Machine learning </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>applications</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> for developing </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>sustainable</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>construction</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>materials</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, Artificial </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Intelligence</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and Data </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Science</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> in </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Environmental</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Sensing</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, Elsevier (2022) 179–210.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>J. de Brito, C. Thomas, C. Medina, F. Agrela, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Waste</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>byproducts</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> in </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>cement-based</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>materials</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>: </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>innovative</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>sustainable</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>materials</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> for a circular </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>economy</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Woodhead</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Publishing, 2021. </w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>F. Pacheco-</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Torgal</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, L.F. Cabeza, J. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Labrincha</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A.G. De </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Magalhaes</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, Eco-</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>efficient</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>construction</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>building</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>materials</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>: </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>life</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>cycle</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>assessment</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> (LCA), eco-</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>labelling</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and case </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>studies</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>woodhead</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Publishing, 2014.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>C. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Rajakumar</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and G. Reddy </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Babu</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, “Experimental study and neural </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>network</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>modelling</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>expansive</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> sub grade </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>stabilized</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> with industrial </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>waste</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>byproducts</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>geogrid</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>,” Mater. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Today</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Proc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Aug</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. 2020, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>doi</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>: 10.1016/j.matpr.2020.06.578</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>T. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Fikret</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Kurnaz</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and Y. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Kaya</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, “</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Prediction</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of the California </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>bearing</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> ratio (CBR) of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>compacted</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>soils</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>by</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>using</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> GMDH-type neural </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>network</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>,” </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Eur</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Phys</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. J. Plus, vol. 134, no. 7, </w:t></w:r><w:proofErr w:type="gramStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Jul.</w:t></w:r><w:proofErr w:type="gramEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> 2019, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>doi</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>: 10.1140/ </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>epjp</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>/i2019-12692-0.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>M. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Suthar</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and P. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Aggarwal</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, “</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Predicting</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> CBR Value of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Stabilized</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Pond</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Ash with Lime and Lime </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Sludge</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Using</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> ANN and MR </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Models</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>,” </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Int</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. J. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Geosynth</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Gr. Eng., vol. 4, no. 1, p. 6, Mar. 2018, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>doi</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>: 10.1007/s40891-017-0125-3.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>F. J. Valderrama Purizaca, D. A. Chávez Barturen, S. P. Muñoz Pérez, V. A. Tuesta-Monteza, and H. I. Mejía-Cabrera, “</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Importance</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of artificial neural </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>networks</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> in civil </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>engineering</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>: a systematic review of the </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>literature</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>,” ITECKNE, vol. 18, no. 1, 2020, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>doi</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>: 10.15332/</w:t></w:r><w:proofErr w:type="gramStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>iteckne.v</w:t></w:r><w:proofErr w:type="gramEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>18i1.2542.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>V.Q. Tran, Machine learning approach for </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>investigating</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>chloride</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>diffusion</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>coefficient</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of concrete </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>containing</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>supplementary</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>cementitious</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>materials</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, Constr. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Build</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Mater. 328 (2022), 127103.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>J. Liang, Y. Bu, K. Tan, J. Pan, Z. Yi, X. Kong, Z. Fan, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Estimation</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>stellar</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>atmospheric</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>parameters</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> with light </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>gradient</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>boosting</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> machine </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>algorithm</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and principal </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>component</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>analysis</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, The </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Astronomical</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Journal 163 (4) (2022) 153.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>X. Hao, Z. Zhang, Q. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Xu</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, G. Huang, K. Wang, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Prediction</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of f-</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>CaO</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>content</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> in </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>cement</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>clinker</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>: A novel </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>prediction</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> method </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>based</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> on </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Bayesian</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>optimization</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Chemometrics</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Intelligent</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Laboratory</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Systems</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> 220 (2022), 104461.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>C. Zhang, X. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Lei</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, L. Liu, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Predicting</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>metabolite-disease</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>associations</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>based</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> on </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>model</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Frontiers</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> in </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Genetics</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> 12 (2021) 446.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>P.j</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Chun, S. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Izumi</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, T. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Yamane</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Automatic</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>detection</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> method of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>cracks</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> from concrete </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>surface</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>imagery</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>using</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>two</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>-step light </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>gradient</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>boosting</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> machine, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Computer-Aided</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Civil and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Infrastructure</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Engineering</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> 36(1) (2021) 61-72.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>T. Chen, T. He, M. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Benesty</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, V. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Khotilovich</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, Y. Tang, H. Cho, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Xgboost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>: extreme </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>gradient</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>boosting</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, R </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>package</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>version</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> 0.4-2 1 (4) (2015) 1–4.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>J. Liu, S. Zhang, H. Fan, A </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>two-stage</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>hybrid</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>credit</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>risk</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>prediction</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>model</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>based</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> on </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>graph-based</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>deep</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> neural </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>network</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, Expert </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Systems</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> with </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Applications</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> 195 (2022), 116624.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>E. Al Daoud, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Comparison</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> between </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>CatBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>using</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> a home </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>credit</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>dataset</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Int</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. J. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Computer</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Inform. Eng. 13 (1) (2019) 6–10.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>H. Nguyen, X.-N. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Bui</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, H.-B. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Bui</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, D.T. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Cuong</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, Developing </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>an</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>model</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> to </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>predict</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>blast-induced</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>peak</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>particle</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>velocity</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> in </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>an</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> open-</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>pit</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> mine: a case study, Acta </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Geophysica</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> 67 (2) (2019) 477–490.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>J. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Duan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, P.G. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Asteris</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, H. Nguyen, X.-N. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Bui</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, H. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Moayedi</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A novel artificial </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>intelligence</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> technique to </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>predict</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>compressive</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>strength</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>recycled</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>aggregate</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> concrete </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>using</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> ICA-</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>model</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Engineering</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> with </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Computers</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> 37 (4) (2021) 3329–3346.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>H. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Imran</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, M. Ibrahim, S. Al-</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Shoukry</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, F. Rustam, I. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Ashraf</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Latest</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> concrete </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>materials</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>dataset</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>ensemble</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>prediction</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>model</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> for concrete </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>compressive</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>strength</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>containing</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> RCA and GGBFS </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>materials</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, Constr. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Build</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Mater. 325 (2022), 126525</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>J. Liu, S. Zhang, H. Fan, A </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>two-stage</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>hybrid</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>credit</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>risk</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>prediction</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>model</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>based</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> on </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>graph-based</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>deep</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> neural </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>network</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, Expert </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Systems</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> with </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Applications</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> 195 (2022), 116624.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>N.-H. Nguyen, J. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Abell´an</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>-García, S. Lee, E. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Garcia-Castano</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, T.P. Vo, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Efficient</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>estimating</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>compressive</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>strength</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>ultra-high</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> performance concrete </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>using</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>model</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, J. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Build</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Eng. (2022), 104302.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>M.N. Amin, M. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Iqbal</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, K. Khan, M.G. Qadir, F.I. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Shalabi</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A. Jamal, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Ensemble</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>treebased</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> approach </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>towards</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>flexural</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>strength</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>prediction</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of FRP </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>reinforced</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> concrete </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>beams</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Polymers</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> 14 (7) (2022) 1303.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>A. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Bardhan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, P. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Samui</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, K. Ghosh, A.H. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Gandomi</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, S. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Bhattacharyya</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, ELM-</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>based</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>adaptive</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> neuro </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>swarm</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>intelligence</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>techniques</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> for </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>predicting</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> the California </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>bearing</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> ratio of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>soils</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> in </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>soaked</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>conditions</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, Applied </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Soft</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Computing 110 (2021), 107595.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>A. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Bardhan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, C. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Gokceoglu</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Burman</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, P. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Samui</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, P.G. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Asteris</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Efficient</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>computational</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>techniques</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> for </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>predicting</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> the California </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>bearing</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> ratio of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>soil</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> in </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>soaked</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>conditions</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Engineering</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Geology</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> 291 (2021), 106239.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>L. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Sun</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, M. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Koopialipoor</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, D.J. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Armaghani</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, R. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tarinejad</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, M. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tahir</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Applying</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> a </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>metaheuristic</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>algorithm</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> to </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>predict</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>optimize</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>compressive</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>strength</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of concrete </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>samples</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Engineering</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> with </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Computers</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> (2019) 1–13.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>W. Liang, S. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Luo</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, G. Zhao, H. Wu, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Predicting</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>hard</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> rock pillar </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>stability</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>using</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> GBDT, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>XGBoost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>LightGBM</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>algorithms</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Mathematics</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> 8 (5) (2020) 765.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>H. Zeng, C. Yang, H. Zhang, Z. Wu, J. Zhang, G. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Dai</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, F. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Babiloni</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, W. Kong, A </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>lightGBM-based</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> EEG </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>analysis</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> method for driver mental </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>states</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>classification</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Computational</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Intelligence</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Neuroscience</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> 2019 (2019).</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>H. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Kodaz</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, S. ¨</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Ozs¸en</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Arslan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, S. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Günes</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>¸, Medical </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>application</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>information</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>gain</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>based</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> artificial </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>immune</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>recognition</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>system</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> (AIRS): Diagnosis of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>thyroid</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>disease</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, Expert </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Systems</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> with </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Applications</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> 36 (2) (2009) 3086–3092.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>T. Chen, C. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Guestrin</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Xgboost</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>: A </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>scalable</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>tree</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>boosting</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>system</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, in: </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Proceedings</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of the 22nd </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>acm</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>sigkdd</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>international</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>conference</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> on </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>knowledge</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>discovery</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and data </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>mining</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, 2016, pp. 785–794. </w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>J. Fan, X. Wang, L. Wu, H. Zhou, F. Zhang, X. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Yu</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, X. Lu, Y. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Xiang</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Comparison</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of Support Vector Machine and Extreme </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Gradient</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Boosting</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> for </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>predicting</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>daily</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> global solar </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>radiation</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>using</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>temperature</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>precipitation</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> in </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>humid</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> subtropical </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>climates</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>: A case study in China, Energy </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Convers</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Manag</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. 164 (2018) 102–111. </w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>I. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Ullah</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> K. Liu T. Yamamoto R.E. Al </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Mamlook</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> A. Jamal A </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>comparative</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> performance of machine learning </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>algorithm</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> to </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>predict</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>electric</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>vehicles</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>energy</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>consumption</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>: A </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>path</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>towards</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>sustainability</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Energy &amp; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Environment</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> 2021 0958305X211044998.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>M.I. Khan, M.H. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Sutanto</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, K. Khan, M. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Iqbal</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, M.B. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Napiah</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, S.E. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Zoorob</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, J.J. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Klemeˇs</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Bokhari</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, W. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Rafiq</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Effective</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> use of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>recycled</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>waste</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> PET in </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>cementitious</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>grouts</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> for</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>M. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Iqbal</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, Q. Zhao, D. Zhang, F.E. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Jalal</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A. Jamal, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Evaluation</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>tensile</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>strength</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>degradation</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of GFRP </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>rebars</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> in </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>harsh</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>alkaline</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>conditions</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>using</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> non-linear </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>genetic-based</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>models</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Materials</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Structures</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> 54 (5) (2021) 1–20.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>M. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Iqbal</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, D. Zhang, F.E. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Jalal</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, M., Faisal </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Javed</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Computational</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> AI </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>prediction</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>models</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> for residual </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>tensile</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>strength</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of GFRP </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>bars</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>aged</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> in the </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>alkaline</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> concrete </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>environment</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Ocean</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Engineering</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> 232 (2021), 109134. [70] M.I. Khan, M.H. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Sutanto</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, K. Khan, M. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Iqbal</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, M.B. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Napiah</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>F.E. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Jalal</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, Y. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Xu</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, M. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Iqbal</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, B. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Jamhiri</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, M.F. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Javed</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Predicting</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> the </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>compaction</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>characteristics</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>expansive</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>soils</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>using</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>two</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>genetic</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>programming-based</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>algorithms</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Transportation</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Geotechnics</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> 30 (2021), 100608.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Kodaz</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, H., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Özşen</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, S., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Arslan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A., &amp; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Güneş</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, S. (2009). Medical </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>application</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>information</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>gain</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>based</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> artificial </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>immune</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>recognition</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>system</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> (AIRS): Diagnosis of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>thyroid</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>disease</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Expert </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Systems</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> with </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Applications</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, 36(2), 3086-3092.</w:t></w:r></w:p><w:p wsp:rsidR="00492962" wsp:rsidRPr="00492962" wsp:rsidRDefault="00492962" wsp:rsidP="00492962"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:left="709" w:hanging="709"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Carrillo, A. (2016). Comportamiento del suelo tropical peruano. Universidad Ricardo Palma. Lima–Perú. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Pág</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00492962"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, 1-35.</w:t></w:r></w:p><w:p wsp:rsidR="005D7E7C" wsp:rsidRDefault="001822F4" wsp:rsidP="00606B0D"><w:pPr><w:tabs><w:tab w:val="left" w:pos="5410"/></w:tabs><w:spacing w:before="120" w:after="240" w:line="360" w:line-rule="auto"/><w:ind w:first-line="567"/><w:jc w:val="both"/><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr></w:pPr><aml:annotation aml:id="9" w:type="Word.Bookmark.Start" w:name="_Hlk183255091"/><w:r wsp:rsidRPr="00606B0D"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:br w:type="page"/></w:r><aml:annotation aml:id="9" w:type="Word.Bookmark.End"/></w:p><w:p wsp:rsidR="003A4160" wsp:rsidRPr="00C75749" wsp:rsidRDefault="00F665BB" wsp:rsidP="009014AC"><w:pPr><w:spacing w:line="360" w:line-rule="auto"/><w:jc w:val="both"/><w:rPr><w:b/></w:rPr></w:pPr><w:r wsp:rsidRPr="00C75749"><w:rPr><w:b/></w:rPr><w:t>Financiamiento de la investigación</w:t></w:r></w:p><w:p wsp:rsidR="003A4160" wsp:rsidRPr="00C75749" wsp:rsidRDefault="00F665BB"><w:pPr><w:spacing w:line="360" w:line-rule="auto"/><w:jc w:val="both"/></w:pPr><w:r wsp:rsidRPr="00C75749"><w:t>Con recursos propios.</w:t></w:r></w:p><w:p wsp:rsidR="003A4160" wsp:rsidRPr="00C75749" wsp:rsidRDefault="003A4160"><w:pPr><w:spacing w:line="360" w:line-rule="auto"/><w:jc w:val="both"/></w:pPr></w:p><w:p wsp:rsidR="003A4160" wsp:rsidRPr="00C75749" wsp:rsidRDefault="00F665BB"><w:pPr><w:spacing w:line="360" w:line-rule="auto"/><w:jc w:val="both"/><w:rPr><w:b/></w:rPr></w:pPr><w:r wsp:rsidRPr="00C75749"><w:rPr><w:b/></w:rPr><w:t>Declaración de intereses</w:t></w:r></w:p><w:p wsp:rsidR="003A4160" wsp:rsidRPr="00C75749" wsp:rsidRDefault="00125003"><w:pPr><w:spacing w:line="360" w:line-rule="auto"/><w:jc w:val="both"/></w:pPr><w:r wsp:rsidRPr="00C75749"><w:t>Declaro no tener ningún conflicto de intereses</w:t></w:r><w:r wsp:rsidR="00F665BB" wsp:rsidRPr="00C75749"><w:t>, </w:t></w:r><w:r wsp:rsidRPr="00C75749"><w:t>que puedan haber</w:t></w:r><w:r wsp:rsidR="00F665BB" wsp:rsidRPr="00C75749"><w:t> influido en los resultados obtenidos o las interpretaciones propuestas.</w:t></w:r></w:p><w:p wsp:rsidR="003A4160" wsp:rsidRPr="00C75749" wsp:rsidRDefault="003A4160"><w:pPr><w:spacing w:line="360" w:line-rule="auto"/><w:jc w:val="both"/></w:pPr></w:p><w:p wsp:rsidR="003A4160" wsp:rsidRPr="00C75749" wsp:rsidRDefault="00F665BB"><w:pPr><w:spacing w:line="360" w:line-rule="auto"/><w:jc w:val="both"/><w:rPr><w:b/></w:rPr></w:pPr><w:r wsp:rsidRPr="00C75749"><w:rPr><w:b/></w:rPr><w:t>Declaración de consentimiento informado</w:t></w:r></w:p><w:p wsp:rsidR="003A4160" wsp:rsidRPr="00C75749" wsp:rsidRDefault="00125003"><w:pPr><w:spacing w:line="360" w:line-rule="auto"/><w:jc w:val="both"/></w:pPr><w:r wsp:rsidRPr="00C75749"><w:t>El estudio se realizó respetando el Código de ética</w:t></w:r><w:r wsp:rsidR="00F665BB" wsp:rsidRPr="00C75749"><w:t> </w:t></w:r><w:r wsp:rsidRPr="00C75749"><w:t>y buenas</w:t></w:r><w:r wsp:rsidR="00F665BB" wsp:rsidRPr="00C75749"><w:t> prácticas editoriales de publicación.</w:t></w:r></w:p><w:p wsp:rsidR="003A4160" wsp:rsidRPr="00C75749" wsp:rsidRDefault="003A4160"><w:pPr><w:spacing w:line="360" w:line-rule="auto"/><w:jc w:val="both"/></w:pPr></w:p><w:p wsp:rsidR="003A4160" wsp:rsidRPr="00C75749" wsp:rsidRDefault="00F665BB"><w:pPr><w:spacing w:line="360" w:line-rule="auto"/><w:jc w:val="both"/><w:rPr><w:b/></w:rPr></w:pPr><w:r wsp:rsidRPr="00C75749"><w:rPr><w:b/></w:rPr><w:t>Derechos de uso</w:t></w:r></w:p><w:p wsp:rsidR="00FE6E7B" wsp:rsidRDefault="00F665BB" wsp:rsidP="002E57EF"><w:pPr><w:spacing w:line="360" w:line-rule="auto"/><w:jc w:val="both"/><w:rPr><w:b/><w:lang w:val="ES"/></w:rPr></w:pPr><w:r wsp:rsidRPr="00C75749"><w:t>Copyright© 202</w:t></w:r><w:r wsp:rsidR="005E34E6"><w:t>5</w:t></w:r><w:r wsp:rsidRPr="00C75749"><w:t> por </w:t></w:r><w:r wsp:rsidR="004A753F" wsp:rsidRPr="004A753F"><w:rPr><w:b/><w:lang w:val="ES"/></w:rPr><w:t>Jaime </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="004A753F" wsp:rsidRPr="004A753F"><w:rPr><w:b/><w:lang w:val="ES"/></w:rPr><w:t>Yelsin</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="004A753F" wsp:rsidRPr="004A753F"><w:rPr><w:b/><w:lang w:val="ES"/></w:rPr><w:t> Rosales Malpartida</w:t></w:r></w:p><w:p wsp:rsidR="003A4160" wsp:rsidRPr="00C75749" wsp:rsidRDefault="00DA5232" wsp:rsidP="002E57EF"><w:pPr><w:spacing w:line="360" w:line-rule="auto"/><w:jc w:val="both"/></w:pPr><w:r><w:rPr><w:noProof/></w:rPr><w:pict><w:binData w:name="wordml://03000023.png" xml:space="preserve">iVBORw0KGgoAAAANSUhEUgAAATQAAABrCAYAAAD5Ln4JAAAkKUlEQVR4Xu2dB3wUx/XHMTZggygG
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</w:binData><v:shape id="image3.png" o:spid="_x0000_i1026" type="#_x0000_t75" alt="Derechos de autor | Cátedra Villarreal" style="width:100.8pt;height:35.4pt;visibility:visible;mso-wrap-style:square"><v:imagedata src="wordml://03000023.png" o:title="Derechos de autor | Cátedra Villarreal"/></v:shape></w:pict></w:r></w:p><w:p wsp:rsidR="003A4160" wsp:rsidRPr="00C75749" wsp:rsidRDefault="00DA5232"><w:pPr><w:spacing w:line="360" w:line-rule="auto"/><w:rPr><w:sz w:val="22"/><w:sz-cs w:val="22"/></w:rPr></w:pPr><w:hlink w:dest="about:blank" w:noHistory="on"><w:r wsp:rsidR="00F665BB" wsp:rsidRPr="00C75749"><w:rPr><w:color w:val="0563C1"/><w:sz w:val="22"/><w:sz-cs w:val="22"/><w:u w:val="single"/></w:rPr><w:t>Este texto está protegido por la Licencia </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="00F665BB" wsp:rsidRPr="00C75749"><w:rPr><w:color w:val="0563C1"/><w:sz w:val="22"/><w:sz-cs w:val="22"/><w:u w:val="single"/></w:rPr><w:t>Creative</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="00F665BB" wsp:rsidRPr="00C75749"><w:rPr><w:color w:val="0563C1"/><w:sz w:val="22"/><w:sz-cs w:val="22"/><w:u w:val="single"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="00F665BB" wsp:rsidRPr="00C75749"><w:rPr><w:color w:val="0563C1"/><w:sz w:val="22"/><w:sz-cs w:val="22"/><w:u w:val="single"/></w:rPr><w:t>Commons</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="00F665BB" wsp:rsidRPr="00C75749"><w:rPr><w:color w:val="0563C1"/><w:sz w:val="22"/><w:sz-cs w:val="22"/><w:u w:val="single"/></w:rPr><w:t> Atribución 4.0 Internacional.</w:t></w:r></w:hlink></w:p><w:p wsp:rsidR="003A4160" wsp:rsidRPr="00C75749" wsp:rsidRDefault="003A4160"><w:pPr><w:spacing w:line="360" w:line-rule="auto"/><w:jc w:val="both"/></w:pPr></w:p><w:p wsp:rsidR="003A4160" wsp:rsidRPr="00C75749" wsp:rsidRDefault="00125003"><w:pPr><w:spacing w:line="360" w:line-rule="auto"/><w:jc w:val="both"/></w:pPr><w:r wsp:rsidRPr="00C75749"><w:t>Usted es libre para compartir, copiar y redistribuir el material en cualquier medio o</w:t></w:r><w:r wsp:rsidR="00F665BB" wsp:rsidRPr="00C75749"><w:t> formato y adaptar el documento, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="00F665BB" wsp:rsidRPr="00C75749"><w:t>remezclar</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="00F665BB" wsp:rsidRPr="00C75749"><w:t>, transformar y crear a partir del material para </w:t></w:r><w:r wsp:rsidRPr="00C75749"><w:t>cualquier propósito, incluso comercialmente, siempre que</w:t></w:r><w:r wsp:rsidR="00F665BB" wsp:rsidRPr="00C75749"><w:t> </w:t></w:r><w:r wsp:rsidRPr="00C75749"><w:t>cumpla la condición de</w:t></w:r><w:r wsp:rsidR="00F665BB" wsp:rsidRPr="00C75749"><w:t> atribución: </w:t></w:r><w:r wsp:rsidRPr="00C75749"><w:t>usted debe reconocer el crédito</w:t></w:r><w:r wsp:rsidR="00F665BB" wsp:rsidRPr="00C75749"><w:t> de una obra de </w:t></w:r><w:r wsp:rsidRPr="00C75749"><w:t>manera adecuada, proporcionar un enlace a la licencia, e indicar</w:t></w:r><w:r wsp:rsidR="00F665BB" wsp:rsidRPr="00C75749"><w:t> </w:t></w:r><w:r wsp:rsidRPr="00C75749"><w:t>si se han realizado cambios</w:t></w:r><w:r wsp:rsidR="00F665BB" wsp:rsidRPr="00C75749"><w:t>.  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