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El índice de compresión (</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>) cuantifica la compresibilidad del suelo y es un parámetro clave en el diseño de estructuras geotécnicas, por lo que desarrollar un modelo de Machine Learning para estimar el índice de compresión </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> podría ser una solución muy valiosa en el campo de la geotecnia que permitiría a los ingenieros obtener estimaciones rápidas y fiables sin la necesidad de esperar los 15 días que generalmente tarda un ensayo de consolidación. Por lo tanto, la presente investigación tiene como objetivo estimar el índice de compresión, por lo que se recopiló y analizó una base de datos de 230 puntos de datos obtenidas del Laboratorio Nº2 de Mecánica de Suelos de la Facultad de Ingeniería Civil de la UNI. Se comparó dos modelos de Machine Learning basado en </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Random</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> Forest (RF) y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Gradient</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Boostin</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> Machine (GBM) para estimar el </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> a partir de las variables de entradas las cuales son límite líquido, el índice de plasticidad, relación de vacíos inicial y el contenido de agua natural. Los resultados indicaron que el modelo más adecuado para estimar el </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> fue el </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>random</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>forest</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> que tuvo menores errores en la fase de entrenamiento y prueba con respecto al GBM; para optimización de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> se utilizó el método de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>grid</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>search</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> con validación cruzada.</w:t></w:r></w:p><w:p wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6" wsp:rsidRDefault="001A24C6" wsp:rsidP="001A24C6"><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="001A24C6" wsp:rsidRPr="001A24C6" wsp:rsidRDefault="001A24C6" wsp:rsidP="001A24C6"><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:r wsp:rsidRPr="001A24C6"><w:rPr><w:b/><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Palabras claves:</w:t></w:r><w:r wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> Machine Learning, Índice de compresión, Límite líquido, Índice de plasticidad, Contenido de agua natural y relación de vacíos inicial.</w:t></w:r></w:p><w:p wsp:rsidR="00BD2935" wsp:rsidRPr="00BD2935" wsp:rsidRDefault="00BD2935" wsp:rsidP="001A24C6"><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:r wsp:rsidR="00404C3D" wsp:rsidRPr="00404C3D"><w:rPr><w:noProof/></w:rPr><w:pict><v:rect id="Rectángulo 16" o:spid="_x0000_s1057" 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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" wsp:rsidP="00B8327B"><w:pPr><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>RESUMO</w:t></w:r></w:p><w:p wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6" wsp:rsidRDefault="00492962" wsp:rsidP="001A24C6"><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:r wsp:rsidRPr="00D346A3"><w:rPr><w:b-cs/><w:sz w:val="14"/><w:sz-cs w:val="14"/></w:rPr><w:br/></w:r><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>O recalque das </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>estruturas</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> é determinado pela rigidez do solo onde </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>são</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>construídas</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>. A </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>taxa</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>compressão</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>quantifica</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> a </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>compressibilidade</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> do solo e é </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>um</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>parâmetro</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>-chave no </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>estruturas</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> geotécnicas, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>portanto</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>, desenvolver </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>um</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> modelo de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> de máquina para estimar a </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>taxa</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>compressão</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> pode ser </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>uma</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>solução</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>muito</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> valiosa no campo da geotecnia, que </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>permitiria</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>aos</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>engenheiros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>obter</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> estimativas rápidas e </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>confiáveis</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>sem</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> a </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>necessidade</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> de esperar os 15 </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>dias</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> que </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>um</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> teste de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>consolidação</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>geralmente</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> leva. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Portanto</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>, a presente pesquisa </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>tem</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> como objetivo estimar o índice de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>compressão</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>qual</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>foi</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>coletado</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> e </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>analisado</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>um</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> banco de dados de 230 pontos de dados </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> Civil da UNI. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Dois</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> modelos de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>baseados</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Random</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> Forest (RF) e </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Gradient</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Boosting</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> Machine (GBM) </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> comparados para estimar o </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> a partir das </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>variáveis</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> de entrada que </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>são</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> de liquidez, índice de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>, índice de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>vazios</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> inicial e </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>teor</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>água</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> natural. Os resultados </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>indicaram</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>mais</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>adequado</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> para estimar o </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>foi</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>random</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>forest</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>, que </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>apresentou</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> menores erros </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>na</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> fase de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>treinamento</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> e teste </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>quando</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> comparado </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>ao</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> GBM; Para </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>foi</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> utilizado o método de busca em grade </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>com</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><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:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>validação</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b-cs/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t> cruzada.</w:t></w:r></w:p><w:p wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6" wsp:rsidRDefault="001A24C6" wsp:rsidP="001A24C6"><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="001A24C6" wsp:rsidRDefault="001A24C6" wsp:rsidP="001A24C6"><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="001A24C6"><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="001A24C6"><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="001A24C6"><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="001A24C6"><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 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w:val="EN-US"/></w:rPr><w:t>The settlement of structures is determined by the stiffness of the soil on which they are built. The compression index (Cc) quantifies soil compressibility and is a key parameter in the design of geotechnical structures. Therefore, developing a Machine Learning model to estimate the compression index Cc could be a highly valuable solution in the field of geotechnics, allowing engineers to obtain quick and reliable estimates without having to wait the typical 15 days required for a consolidation test. Accordingly, the present study aims to estimate the compression index by compiling and analyzing a dataset of 230 data points obtained from Soil Mechanics Laboratory No. 2 of the Faculty of Civil Engineering at UNI (FIC-UNI). Two Machine Learning models—Random Forest (RF) and Gradient Boosting Machine (GBM)—were compared to estimate Cc using input variables including liquid limit, plasticity index, initial void ratio, and natural water content. The results indicated that the Random Forest model was more suitable for estimating Cc, achieving lower error values in both training and testing phases compared to GBM. Hyperparameter optimization was performed using the grid search method with cross-validation.</w:t></w:r></w:p><w:p wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6" wsp:rsidRDefault="001A24C6" wsp:rsidP="001A24C6"><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="EN-US"/></w:rPr></w:pPr></w:p><w:p wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6" wsp:rsidRDefault="001A24C6" wsp:rsidP="001A24C6"><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:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="001A24C6"><w:rPr><w:b/><w:b-cs/><w:i/><w:sz w:val="16"/><w:sz-cs w:val="15"/></w:rPr><w:t>Keywords</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="001A24C6"><w:rPr><w:b/><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:r 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wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>El índice de compresibilidad (</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>) que es obtenida del gráfico e vs </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Logσ</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>’, y el coeficiente de consolidación (</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>cv</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>) que es obtenida del gráfico δ vs √t, definen primordialmente las propiedades de compresibilidad de los suelos de grano fino. (Craig 2004). El comportamiento de la compresibilidad y deformación bajo carga de un suelo es muy usado en la ingeniería geotécnica para estimar el asentamiento y la deformación de estructuras del suelo, como cimientos y terraplenes (Das, 2021). Los suelos con un </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> más alto tiende a ser más compresibles y deformables bajo carga, mientras que los suelos con un </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> más bajo son menos compresibles y tienen una mayor capacidad para soportar la deformación cuando están cargados. Ambos valores </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>cv</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> son determinados a partir de ensayos </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>edométricos</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> en la primera representa la pendiente de la parte líneas de la curva de compresión en un gráfico antes mencionado y en la segunda la tasa de cambio del asentamiento con respecto al tiempo. Estos parámetros de estado se han utilizado para establecer correlaciones con diferentes propiedades de la ingeniería en los suelos. Además, la plasticidad está influenciada por el comportamiento electroquímico de minerales arcillosos (Carter y Bentley, 1991).</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:pPr><w:listPr><w:ilvl w:val="0"/><w:ilfo w:val="21"/><wx:t wx:val="2."/><wx:font wx:val="Times New Roman"/></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/><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b/><w:b-cs/></w:rPr><w:t>ANTECEDENTES</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Hay diversos autores que proporcionaron ecuaciones lineales que relacionan </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> con el límite líquido (LL) de suelos (como, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Azzouz</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> et al., Bowles, 1979; Park y Lee, 2011; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Sridharan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Nagaraj</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>, 2000; Terzaghi et al., 1967; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Tsuchida</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>, 1991). Por otro lado, el índice de plasticidad (PI), también se relaciona con </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> (por ejemplo, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Sridharan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Nagaraj</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>, 2000; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Wroth</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> and Wood, 1978). Además, muchas correlaciones basado en una relación lineal con el contenido de agua natural (w) fueron propuestos (por ejemplo, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Azzouz</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> et al., 1976; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Koppula</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>, 1981; Rendon-Herrero, 1980).</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Se analizó la relación con la relación de vacíos inicial e0 por </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Nishida</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> (1956), </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Hough</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> (1957) y Bowles (1979). Otros estudios incluyeron más de una propiedad índice en la estimación de </w:t></w:r><w:proofErr w:type="spellStart"/><w:proofErr w:type="gramStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> ,</w:t></w:r><w:proofErr w:type="gramEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> como w y LL (</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Koppula</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>, 1981) o e0 y LL (Al-</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Khafaji</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Andersland</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>, 1992). Sin embargo, cuando estas correlaciones se probaron con nuevos datos, mostraron una dispersión significativa, con desviaciones que alcanzaron el 30% (</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Spagnoli</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Shimobe</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>, 2020), lo que nos hace pensar en una falta de universalidad y validez aplicable. Sin embargo, son aplicables dentro de límites específicos y deben </w:t></w:r><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>estar restringidos al tipo de suelo o ubicación donde fueron validados (</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Verbrugge</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> y Schroeder, 2018). Utilizando estas correlaciones en diferentes condiciones pueden conducir a resultados insatisfactorios (</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Onyejekwe</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> et al., 2016).</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Para abordar los límites de los enfoques de regresión clásicos en ingeniería geotécnica, la aplicación de algoritmos de aprendizaje automático (ML) se han desarrollado ampliamente demostrando un rendimiento mejorado para predecir varias propiedades de ingeniería del suelo en comparación a los métodos estadísticos tradicionales (por ejemplo, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Dam</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> Nguyen et al; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Bardhan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> et al., 2023; 2022 Díaz y Tomás, 2021; Singh et al, 2023). Sin embargo, es de suma importancia ser consciente de las limitaciones e incertidumbres asociadas con enfoques de ML antes de aplicarlos a la geotecnia de proyectos de ingeniería en el mundo real. Numerosos estudios (</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Baghbani</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> et al., 2022; Zhang et al., 2023) han expuesto estas limitaciones, que son principalmente: a) la escasez de datos de alta calidad, b) la dificultad para interpretación de los modelos, y c) la falta de generalización. Muy aparte también para la disponibilidad de datos, estos pueden llegar a ser muy costosos y a menudo incompletos o inciertos.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Esto puede llevar a modelos de ML que no sean tan precisos o confiables como se desea. Otra limitación del ML es la interpretabilidad de los modelos. Los modelos de ML suelen ser complejos y no lineales, lo que dificulta comprender la relación entre los datos de entrada y predicciones de salida. Finalmente, debido a la heterogeneidad inherente y variabilidad espacial de los depósitos del suelo, es difícil para los modelos empíricos capacitado en conjuntos de datos limitados para extrapolar de manera confiable más allá del ámbito geográfico representado por esos datos. Por lo tanto, mientras ML muestra gran potencial para complementar los enfoques tradicionales en ingeniería geotécnica, es crucial abordar estas limitaciones antes de la implementación de cualquier modelo de ML.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Recientemente, numerosos estudios han empleado algoritmos de ML para predecir </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> de algunos parámetros relacionados con esta propiedad que se muestran prometedores resultados (por </w:t></w:r><w:proofErr w:type="gramStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>ejemplo,  Desai</w:t></w:r><w:proofErr w:type="gramEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> et al., 2009; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Kalantary</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Kordnaeij</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>, 2012; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Kurmar</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Rani</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>, 2011; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Nesamatha</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Arumairaj</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>, 2015.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Por otro lado, Alam et al. (2014) construyó una base de datos de 125 muestras de arcilla, donde incluyó w, LL, e0 y PI como variables de entrada y creó un modelo de red neuronal artificial (RNA) para predecir </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Cc.</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> Kumar y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Rani</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> (2011) también utilizó una RNA para predecir </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> considerando 41 muestras con las siguientes variables de entrada: contenido fino, LL, PI, densidad seca máxima y óptimo contenido de humedad. Por otra parte, Park y Lee (2011) desarrollaron una RNA utilizando 947 pruebas de consolidación realizadas en muestras de suelo recolectadas de 67 zonas de construcción en la República de Corea, y consideraron variables de entrada como w, LL, PI, e0, gravedad específica de partículas del suelo (Gs), y porcentaje en peso de arena, limo y arcilla. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Benbouras</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> et al. (2019) desarrollaron un modelo RNA con 373 edómetros, muestras de prueba para correlacionar </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> con densidad húmeda, w, e0, contenido fino, LL, PI, y tipo de suelo.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Zhang et al. (2021) utilizaron un algoritmo de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>random</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>forest</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> utilizando una base de datos de 311 muestras con tres variables de entrada (LL, PI, e0). </w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Cabe mencionar que la relación de vacíos en LL es un parámetro que no suele estar disponible en las fases de diseño de proyectos geotécnicos, mientras que e0 se encuentra con mayor frecuencia. Todos los estudios presentados confían en un conjunto de datos limitado o las muestras recolectadas tienen una naturaleza local, es decir que provengan de la misma zona o país. Por lo tanto, el objetivo principal de este trabajo es encontrar el mejor algoritmo entre </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Gradient</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Boosting</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> machine y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Random</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> Forest basado en un conjunto de datos con 230 muestras. El presente artículo aprovechó los estudios de conjunto, para desarrollar y validar un modelo de predicción para estimar el índice de compresión de suelos para 230 datos recopilados por muestras recogidos de diversos proyectos ejecutados en Perú en el Laboratorio de Mecánica de Suelos de la Facultad de Ingeniería Civil de la Universidad Nacional de Ingeniería. </w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:pPr><w:listPr><w:ilvl w:val="0"/><w:ilfo w:val="21"/><wx:t wx:val="3."/><wx:font wx:val="Times New Roman"/></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/><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b/><w:b-cs/></w:rPr><w:t>Metodología</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:pPr><w:listPr><w:ilvl w:val="1"/><w:ilfo w:val="21"/><wx:t wx:val="a."/><wx:font wx:val="Times New Roman"/></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/><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b/><w:b-cs/></w:rPr><w:t>Base de datos experimental</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>La recopilación del conjunto de datos es el primer paso en la construcción de un modelo de Machine Learning (ML). En el presente trabajo, la base de datos experimental de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> (230 muestras) son datos propios del autor correspondientes a las </w:t></w:r><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>muestras generadas en el Laboratorio de Ingeniería Geotécnica de la Facultad de Ingeniería Civil en la Universidad Nacional de Ingeniería. Se pudo apreciar que la base de datos tiene suelos desde baja plasticidad hasta alta plasticidad. De hecho, LL oscila entre 20% y 88% e IP entre 3% y 54%. 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w:fareast=&quot;EN-US&quot;/&gt;&lt;/w:rPr&gt;&lt;m:t&gt;0&lt;/m:t&gt;&lt;/m:r&gt;&lt;/m:sub&gt;&lt;/m:sSub&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://03000001.png" o:title="" chromakey="white"/></v:shape></w:pict></w:r><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:fldChar w:fldCharType="end"/></w:r><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> (que van desde 0.295 a 1.425). Este hecho también se corrobora al examinar los valores de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> variando estos entre 0.009 y 0.438. Finalmente, los valores de w, también varían ampliamente, desde el 1.18% hasta 50.7%. Con base en todo lo anterior, la base de datos incluye una cantidad considerable de datos, haciéndolo adecuado para un estudio provisional. El conjunto de datos final se puede encontrar en tabla s1 (accesible en línea), que incluye detalles como referencias, tipos de suelo, mineralogía y origen cuando estén disponibles. </w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>La figura 1 muestra diagramas de caja para LL, IP, e</w:t></w:r><w:proofErr w:type="gramStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>0 ,</w:t></w:r><w:proofErr w:type="gramEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> w y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> de la base de datos. Los gráficos se utilizan para visualizar la dispersión de los datos, que se dividió en cuartiles; esto se utiliza para detectar valores atípicos, simetría de datos, dispersión y asimetría (Reagan y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Kiemele</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>, 2008). El cuadro en un diagrama de caja muestra el rango </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>intercuartil</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> (IQR), donde la parte inferior y superior del cuadro representan los percentiles 25 y 75, respectivamente. La altura de la caja representa el rango </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>intercuartil</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>. Los valores atípicos se definen como puntos de datos que se extienden hasta 3xIQR (Reagan y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Kiemele</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>, 2008). Algunos puntos en la Fig. 1 se identifican como valores atípicos, que corresponden principalmente a valores elevados de las variables; este análisis revela el rango de variación y la elevada dispersión de las variables estudiadas, en clara relación con el carácter mundial de la base de datos compilada. Para una mejor interpretación de la Fig. 1, se pueden apreciar los datos incluidos en la Tabla I.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:pict><w:binData w:name="wordml://02000002.jpg" xml:space="preserve">/9j/4AAQSkZJRgABAQAAAQABAAD/4gHYSUNDX1BST0ZJTEUAAQEAAAHIAAAAAAQwAABtbnRyUkdC
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Diagramas de caja de las variables consideradas.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Tabla I</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Estadística descriptiva de los datos analizados</w:t></w:r></w:p><w:tbl><w:tblPr><w:tblW w:w="4804" 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="1220"/><w:gridCol w:w="710"/><w:gridCol w:w="781"/><w:gridCol w:w="775"/><w:gridCol w:w="800"/><w:gridCol w:w="800"/></w:tblGrid><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="0030509B"><w:trPr><w:trHeight w:val="238"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1137" 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="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t> </w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="710" 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="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>LL (%)</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="781" 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="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>IP (%)</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="775" 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="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>W (%)</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="704" 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="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>e0</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="697" 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="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:t>Cc</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="0030509B"><w:trPr><w:trHeight w:val="238"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1137" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Muestra</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="710" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>230</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="781" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>230</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="775" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>230</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="704" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>230</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="697" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>230</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="0030509B"><w:trPr><w:trHeight w:val="238"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1137" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Media</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="710" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>43.86</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="781" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>18.46</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="775" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>22.63</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="704" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.79</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="697" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.21</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="0030509B"><w:trPr><w:trHeight w:val="238"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1137" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Desviación estándar</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="710" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>14.81</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="781" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>11.49</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="775" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>9.69</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="704" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.20</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="697" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.08</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="0030509B"><w:trPr><w:trHeight w:val="238"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1137" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Mínimo</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="710" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>20</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="781" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>3</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="775" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>1.18</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="704" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.295</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="697" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><aml:annotation aml:id="6" w:type="Word.Bookmark.Start" w:name="_Hlk174548110"/><w:r wsp:rsidRPr="00A151E3"><w:t>0.009</w:t></w:r><aml:annotation aml:id="6" w:type="Word.Bookmark.End"/></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="0030509B"><w:trPr><w:trHeight w:val="238"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1137" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Percentil 25</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="710" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>32</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="781" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>9.53</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="775" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>15.8</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="704" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.65</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="697" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.163</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="0030509B"><w:trPr><w:trHeight w:val="238"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1137" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Mediana</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="710" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>40</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="781" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>16</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="775" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>23.15</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="704" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.7855</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="697" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.2075</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="0030509B"><w:trPr><w:trHeight w:val="238"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1137" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Percentil 75</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="710" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>52.75</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="781" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>26</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="775" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>27.9</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="704" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.91</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="697" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.249</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="0030509B"><w:trPr><w:trHeight w:val="238"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1137" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Máximo</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="710" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>88</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="781" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>54</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="775" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>50.7</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="704" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>1.425</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="697" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.438</w:t></w:r></w:p></w:tc></w:tr></w:tbl><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:pPr><w:listPr><w:ilvl w:val="1"/><w:ilfo w:val="21"/><wx:t wx:val="b."/><wx:font wx:val="Times New Roman"/></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/><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b/><w:b-cs/></w:rPr><w:t>Proceso de selección de modelo</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Según el análisis de datos realizado en el anterior apartado, todos tienen la misma cantidad de datos (230). En este caso no se usó la técnica llamada imputación de datos más que para el análisis de datos atípicos, la cual es una técnica ampliamente utilizada en algoritmos de ML para tratar con valores faltantes y ha sido utilizado en temas geotécnicos satisfactoriamente, por </w:t></w:r><w:proofErr w:type="gramStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>ejemplo</w:t></w:r><w:proofErr w:type="gramEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> Aydin et al., 2023; Díaz et al., 2023. </w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Luego se realizó un análisis de detección de valores atípicos, utilizando el algoritmo SVM de una clase desarrollado por </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Scholkopf</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> et al. (1999) y empleado con éxito en trabajos similares (por </w:t></w:r><w:proofErr w:type="gramStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>ejemplo</w:t></w:r><w:proofErr w:type="gramEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> Díaz et al., 2023). Este algoritmo es un método </w:t></w:r><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>diseñado para identificar valores atípicos y anomalías dentro de un conjunto de datos, utilizando los principios de las máquinas de vectores de soporte tradicionales (SVM).</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Los valores atípicos son valores que se destacan significativamente del resto de los datos de un conjunto de datos. Pueden indicar una variabilidad extrema, errores de medición o, en algunos casos, fenómenos únicos que merecen especial atención. Identificar estos valores atípicos es importante porque pueden distorsionar los resultados estadísticos, como medias y varianzas, y afectar la validez de las conclusiones. Estos valores se identificaron con el diagrama de caja, que visualiza la distribución de un conjunto de datos. Los valores atípicos generalmente se representan como puntos aislados fuera de los “bigotes” del diagrama de caja. Los bigotes suelen extenderse hasta 1.5 veces el rango </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>intercuartil</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> (IQR) de los cuartiles </w:t></w:r><w:proofErr w:type="gramStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>( Q</w:t></w:r><w:proofErr w:type="gramEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>1 y Q3).</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>El proceso de selección de algoritmo de Machine Learning se llevó a cabo utilizando la técnica de validación cruzada de k veces (con k=5). Los algoritmos fueron realizados con </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Random</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> Forest </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Regressor</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> (Ho, 1995) y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Gradient</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Boosting</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Regressor</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> (Friedman, 2001). </w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Este proceso se realizó con las variables sin normalización. Pero cabe señalar que el mismo proceso de selección de algoritmos también se realizó la normalización de las variables mediante el método min-</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>máx</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> método, que escala cada variable individualmente entre cero y uno. Los resultados de este proceso de normalización de las variables, fueron exactamente lo mismo en ambos modelos con mejor desempeño.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:pPr><w:listPr><w:ilvl w:val="1"/><w:ilfo w:val="21"/><wx:t wx:val="c."/><wx:font wx:val="Times New Roman"/></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/><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b/><w:b-cs/></w:rPr><w:t>Desarrollo de modelos </w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Para garantizar una adecuada generalización de los algoritmos, es buena práctica evaluar su desempeño con datos desconocidos. Para este propósito, el conjunto de datos se dividió en dos grupos (entrenamiento y prueba) con una partición 80% y 20% respectivamente. luego ambos algoritmos con mejor desempeño fueron sometidos a un proceso de ajuste de sus </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> para maximizar su desempeño. Para ello se utilizó la optimización de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Grid</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>search</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> con validación cruzada (Yang L. y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Shami</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> A, 2020), esta técnica evalúa todas las combinaciones posibles de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>hiperparámetros</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t> en una cuadrícula predefinida y realizar múltiples rondas de validación para cada combinación. 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wsp:val=&quot;00F73D53&quot;/&gt;&lt;wsp:rsid wsp:val=&quot;00F82560&quot;/&gt;&lt;wsp:rsid wsp:val=&quot;00F82AE9&quot;/&gt;&lt;wsp:rsid wsp:val=&quot;00F97730&quot;/&gt;&lt;wsp:rsid wsp:val=&quot;00FA277B&quot;/&gt;&lt;wsp:rsid wsp:val=&quot;00FC6D0A&quot;/&gt;&lt;wsp:rsid wsp:val=&quot;00FD6F5B&quot;/&gt;&lt;wsp:rsid 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;00B1402D&quot; wsp:rsidP=&quot;00B1402D&quot;&gt;&lt;m:oMathPara&gt;&lt;m:oMath&gt;&lt;m:sSup&gt;&lt;m:sSupPr&gt;&lt;m:ctrlPr&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:b-cs/&gt;&lt;w:i/&gt;&lt;w:color w:val=&quot;000000&quot;/&gt;&lt;w:sz w:val=&quot;20&quot;/&gt;&lt;w:sz-cs w:val=&quot;22&quot;/&gt;&lt;w:lang w:fareast=&quot;EN-US&quot;/&gt;&lt;/w:rPr&gt;&lt;/m:ctrlPr&gt;&lt;/m:sSupPr&gt;&lt;m:e&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;20&quot;/&gt;&lt;w:sz-cs w:val=&quot;22&quot;/&gt;&lt;w:lang w:fareast=&quot;EN-US&quot;/&gt;&lt;/w:rPr&gt;&lt;m:t&gt;R&lt;/m:t&gt;&lt;/m:r&gt;&lt;/m:e&gt;&lt;m:sup&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;20&quot;/&gt;&lt;w:sz-cs w:val=&quot;22&quot;/&gt;&lt;w:lang w:fareast=&quot;EN-US&quot;/&gt;&lt;/w:rPr&gt;&lt;m:t&gt;2&lt;/m:t&gt;&lt;/m:r&gt;&lt;/m:sup&gt;&lt;/m:sSup&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://03000003.png" o:title="" chromakey="white"/></v:shape></w:pict></w:r><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:fldChar w:fldCharType="end"/></w:r><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>, con el resultado tanto en el conjunto de entrenamiento como en el de la prueba.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Tabla II.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Matriz de correlación de las variables consideradas.</w:t></w:r></w:p><w:tbl><w:tblPr><w:tblW w:w="6114" 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="1019"/><w:gridCol w:w="1019"/><w:gridCol w:w="1019"/><w:gridCol w:w="1019"/><w:gridCol w:w="1019"/><w:gridCol w:w="1019"/></w:tblGrid><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="00A151E3"><w:trPr><w:trHeight w:val="219"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1019" 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="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t> </w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1019" 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="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>LL (%)</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1019" 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="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>IP (%)</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1019" 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="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>e0</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1019" 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="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>W (%)</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1019" 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="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:t>Cc</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="00A151E3"><w:trPr><w:trHeight w:val="219"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1019" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>LL (%)</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1019" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>1.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1019" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t> </w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1019" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t> </w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1019" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t> </w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1019" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t> </w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="00A151E3"><w:trPr><w:trHeight w:val="219"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1019" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>IP (%)</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1019" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.93</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1019" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>1.00</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1019" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t> </w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1019" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t> </w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1019" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t> </w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="00A151E3"><w:trPr><w:trHeight 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</w:binData><v:shape id="Imagen 2" o:spid="_x0000_i1101" type="#_x0000_t75" style="width:228.6pt;height:226.8pt;visibility:visible;mso-wrap-style:square" o:bordertopcolor="black" o:borderleftcolor="black" o:borderbottomcolor="black" o:borderrightcolor="black"><v:imagedata src="wordml://03000004.png" o:title=""/><w10:bordertop type="single" width="6"/><w10:borderleft type="single" width="6"/><w10:borderbottom type="single" width="6"/><w10:borderright type="single" width="6"/></v:shape></w:pict></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Fig. 2. Gráficos de dispersión e histogramas de distribución de las variables.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:pPr><w:listPr><w:ilvl w:val="0"/><w:ilfo w:val="21"/><wx:t wx:val="4."/><wx:font wx:val="Times New Roman"/></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/><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b/><w:b-cs/></w:rPr><w:t>ANÁLISIS DE RESULTADOS</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:pPr><w:listPr><w:ilvl w:val="1"/><w:ilfo w:val="21"/><wx:t wx:val="a."/><wx:font wx:val="Times New Roman"/></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/><w:b-cs/></w:rPr></w:pPr><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b/><w:b-cs/></w:rPr><w:t>Estimación del índice de compresión (</w:t></w:r><w:proofErr w:type="spellStart"/><w:proofErr w:type="gramStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b/><w:b-cs/></w:rPr><w:t>Cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b/><w:b-cs/></w:rPr><w:t> )</w:t></w:r><w:proofErr w:type="gramEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b/><w:b-cs/></w:rPr><w:t>.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="7" w:type="Word.Bookmark.Start" w:name="_Hlk158997285"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>En las tablas III y IV se muestran los </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> de los algoritmos de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Machine y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Random</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Forest respectivamente optimizados con el método </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> con validación cruzada considerando las variables de límite líquido, el índice de plasticidad, relación de vacíos inicial y el contenido de agua natural para estimar</w:t></w:r><aml:annotation aml:id="7" w:type="Word.Bookmark.End"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Cc.</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>TABLA III</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Machine para estimar el índice de compresibilidad.</w:t></w:r></w:p><w:tbl><w:tblPr><w:tblW w:w="9134" 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="2338"/><w:gridCol w:w="3786"/><w:gridCol w:w="1505"/><w:gridCol w:w="1505"/></w:tblGrid><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="00A151E3"><w:trPr><w:trHeight w:val="66"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2338" 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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Parámetros</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="3786" 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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Descripción</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1505" 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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Valor</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1505" 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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Rango</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="00A151E3"><w:trPr><w:trHeight w:val="170"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2338" 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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="3786" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Para reducir el paso de gradiente</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1505" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.01</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1505" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.01-0.1</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="00A151E3"><w:trPr><w:trHeight w:val="113"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2338" 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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="3786" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Profundidad del árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1505" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>3</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1505" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t> 1 - 5</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="00A151E3"><w:trPr><w:trHeight w:val="163"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2338" 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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="3786" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><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="1505" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>200</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1505" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>100-300</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="00A151E3"><w:trPr><w:trHeight w:val="347"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2338" 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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:t>min_samples_split</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="3786" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>número mínimo de muestras que se requieren para dividir un nodo en un árbol de decisión.</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1505" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>2</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1505" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t> 2-10</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="00A151E3"><w:trPr><w:trHeight w:val="347"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2338" 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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:t>min_samples_leaf</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="3786" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Número mínimo de muestras que un nodo hoja debe tener después de que se realice una división.</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1505" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>1</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1505" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t> 1-4</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="00A151E3"><w:trPr><w:trHeight w:val="347"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2338" 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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:t>subsample</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="3786" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:t>Proporcion</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:t> de muestras de entrenamiento que se utilizan para entrenar cada árbol.</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1505" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.8</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1505" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.8-1</w:t></w:r></w:p></w:tc></w:tr></w:tbl><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>TABLA IV</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Random</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>forest</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> para estimar el índice de compresibilidad.</w:t></w:r></w:p><w:tbl><w:tblPr><w:tblW w:w="9044" 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="2764"/><w:gridCol w:w="3601"/><w:gridCol w:w="1221"/><w:gridCol w:w="1458"/></w:tblGrid><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="00A151E3"><w:trPr><w:trHeight w:val="204"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2764" 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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Parámetros</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="3601" 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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Descripción</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1221" 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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Valor</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1458" 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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Rango</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="00A151E3"><w:trPr><w:trHeight w:val="450"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2764" 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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="3601" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Profundidad del árbol</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1221" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>3</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1458" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t> 1 - 30</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="00A151E3"><w:trPr><w:trHeight w:val="563"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2764" 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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="3601" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><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="1221" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>200</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1458" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>100 - 300</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="00A151E3"><w:trPr><w:trHeight w:val="1024"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2764" 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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:t>min_samples_split</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="3601" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>número mínimo de muestras que se requieren para dividir un nodo en un árbol de decisión.</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1221" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>5</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1458" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t> 2-10</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="00A151E3"><w:trPr><w:trHeight w:val="1024"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2764" 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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:t>min_samples_leaf</w:t></w:r><w:proofErr w:type="spellEnd"/></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="3601" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Número mínimo de muestras que un nodo hoja debe tener después de que se realice una división.</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1221" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>2</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1458" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t> 1-4</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="00A151E3"><w:trPr><w:trHeight w:val="1024"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="2764" 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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Bootstrap</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="3601" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:t>Proporcion</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:t> de muestras de entrenamiento que se utilizan para entrenar cada árbol.</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1221" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>1</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1458" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t> 1 - 0</w:t></w:r></w:p></w:tc></w:tr></w:tbl><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>De tabla V se determinan los valores de las métricas de desempeño (RMSE, MAE, MAPE y </w:t></w:r><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:fldChar w:fldCharType="begin"/></w:r><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:instrText> QUOTE </w:instrText></w:r><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:pict><v:shape id="_x0000_i1088" type="#_x0000_t75" style="width:11.4pt;height:12pt" equationxml="&lt;?xml version=&quot;1.0&quot; encoding=&quot;UTF-8&quot; standalone=&quot;yes&quot;?&gt;&#xA;&lt;?mso-application progid=&quot;Word.Document&quot;?&gt;&#xA;&lt;w:wordDocument xmlns:aml=&quot;http://schemas.microsoft.com/aml/2001/core&quot; xmlns:wpc=&quot;http://schemas.microsoft.com/office/word/2010/wordprocessingCanvas&quot; xmlns:cx=&quot;http://schemas.microsoft.com/office/drawing/2014/chartex&quot; xmlns:cx1=&quot;http://schemas.microsoft.com/office/drawing/2015/9/8/chartex&quot; xmlns:cx2=&quot;http://schemas.microsoft.com/office/drawing/2015/10/21/chartex&quot; xmlns:cx3=&quot;http://schemas.microsoft.com/office/drawing/2016/5/9/chartex&quot; xmlns:cx4=&quot;http://schemas.microsoft.com/office/drawing/2016/5/10/chartex&quot; xmlns:cx5=&quot;http://schemas.microsoft.com/office/drawing/2016/5/11/chartex&quot; xmlns:cx6=&quot;http://schemas.microsoft.com/office/drawing/2016/5/12/chartex&quot; 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w:val="ES"/></w:rPr><w:t>) para el </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, mediante el algoritmo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Machine y </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Random</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Forest para el escenario de entrenamiento (training) y escenario de prueba (</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>). Se pudo apreciar que en el escenario de entrenamiento y prueba el modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Random</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Forest</w:t></w:r><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> tuvo un </w:t></w:r><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:fldChar w:fldCharType="begin"/></w:r><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:instrText> QUOTE </w:instrText></w:r><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:pict><v:shape id="_x0000_i1090" type="#_x0000_t75" style="width:11.4pt;height:12pt" equationxml="&lt;?xml version=&quot;1.0&quot; encoding=&quot;UTF-8&quot; standalone=&quot;yes&quot;?&gt;&#xA;&lt;?mso-application 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w:val="ES"/></w:rPr><w:t>Mahcine</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> se pudo apreciar que en el escenario de entrenamiento y prueba se tuvo un </w:t></w:r><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:fldChar w:fldCharType="begin"/></w:r><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:instrText> QUOTE </w:instrText></w:r><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:pict><v:shape id="_x0000_i1094" type="#_x0000_t75" style="width:11.4pt;height:12pt" equationxml="&lt;?xml version=&quot;1.0&quot; encoding=&quot;UTF-8&quot; standalone=&quot;yes&quot;?&gt;&#xA;&lt;?mso-application progid=&quot;Word.Document&quot;?&gt;&#xA;&lt;w:wordDocument xmlns:aml=&quot;http://schemas.microsoft.com/aml/2001/core&quot; xmlns:wpc=&quot;http://schemas.microsoft.com/office/word/2010/wordprocessingCanvas&quot; 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w:val="ES"/></w:rPr><w:t>= 0.33 respectivamente; y dado que los valores de RMSE, MAE y MAPE para el escenario de entrenamiento y prueba son menores ligeramente para RF con respecto al GBM, por lo tanto, se concluye que es el mejor modelo para estimar el índice de compresión </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> para el presente estudio.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:t>Tabla V.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" 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w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Modelo</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1580" 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="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Conjunto</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1213" w:type="dxa"/><w:tcBorders><w:top 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w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:t> Forest</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1580" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Training</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1213" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.039</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1039" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.030</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1233" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>31.811</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="856" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.74</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="00A151E3"><w:trPr><w:trHeight w:val="45"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1764" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"/></w:tc><w:tc><w:tcPr><w:tcW w:w="1580" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Test</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1213" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.060</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1039" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.042</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1233" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>38.056</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="856" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.38</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="00A151E3"><w:trPr><w:trHeight w:val="45"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1764" w:type="dxa"/><w:vmerge w:val="restart"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="000000"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:t>Gradient</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:t>Boosting</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:t> Machine</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1580" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Training</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1213" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.046</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1039" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.036</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1233" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>35.725</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="856" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="nil"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.67</w:t></w:r></w:p></w:tc></w:tr><w:tr wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidTr="00A151E3"><w:trPr><w:trHeight w:val="45"/></w:trPr><w:tc><w:tcPr><w:tcW w:w="1764" w:type="dxa"/><w:vmerge/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="000000"/><w:right w:val="nil"/></w:tcBorders><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"/></w:tc><w:tc><w:tcPr><w:tcW w:w="1580" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>Test</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1213" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.062</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1039" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.043</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="1233" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>38.585</w:t></w:r></w:p></w:tc><w:tc><w:tcPr><w:tcW w:w="856" w:type="dxa"/><w:tcBorders><w:top w:val="nil"/><w:left w:val="nil"/><w:bottom w:val="single" w:sz="4" wx:bdrwidth="10" w:space="0" w:color="auto"/><w:right w:val="nil"/></w:tcBorders><w:shd w:val="clear" w:color="000000" w:fill="FFFFFF"/><w:noWrap/><w:vAlign w:val="center"/></w:tcPr><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:r wsp:rsidRPr="00A151E3"><w:t>0.33</w:t></w:r></w:p></w:tc></w:tr></w:tbl><w:p wsp:rsidR="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>CONCLUSIONES</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:pPr><w:listPr><w:ilvl w:val="0"/><w:ilfo w:val="25"/><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Para la estimación del índice de compresión (</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>), el modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Random</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Forest obtuvo su configuración óptima con una profundidad máxima de 3, 200 árboles, un mínimo de 5 muestras para dividir un nodo, 2 muestras por nodo hoja, y utilizando la técnica de </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>bootstrap</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> para seleccionar subconjuntos de entrenamiento en cada árbol. Esta configuración ofreció un balance adecuado entre complejidad y generalización del modelo.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:pPr><w:listPr><w:ilvl w:val="0"/><w:ilfo w:val="24"/><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Al comparar ambos algoritmos, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Random</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Forest demostró ser el más adecuado para la estimación del índice de compresión </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, ya que presentó menores valores de error en las fases de entrenamiento y prueba respecto al modelo </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Esto sugiere una mayor estabilidad y robustez en su capacidad predictiva bajo las condiciones de la base de datos analizada.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><w:pPr><w:listPr><w:ilvl w:val="0"/><w:ilfo w:val="17"/><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Aunque los coeficientes de determinación </w:t></w:r><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:fldChar w:fldCharType="begin"/></w:r><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:instrText> QUOTE </w:instrText></w:r><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:pict><w:binData w:name="wordml://03000006.png" xml:space="preserve">iVBORw0KGgoAAAANSUhEUgAAABYAAAAUCAIAAAAGHlpnAAAAAXNSR0IArs4c6QAAAAlwSFlzAAAS
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wsp:val=&quot;00FE7AB8&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;00FE7AB8&quot; wsp:rsidP=&quot;00FE7AB8&quot;&gt;&lt;m:oMathPara&gt;&lt;m:oMath&gt;&lt;m:sSup&gt;&lt;m:sSupPr&gt;&lt;m:ctrlPr&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;20&quot;/&gt;&lt;w:sz-cs w:val=&quot;20&quot;/&gt;&lt;w:lang w:val=&quot;ES&quot; w:fareast=&quot;EN-US&quot;/&gt;&lt;/w:rPr&gt;&lt;/m:ctrlPr&gt;&lt;/m:sSupPr&gt;&lt;m:e&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;20&quot;/&gt;&lt;w:sz-cs w:val=&quot;20&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;R&lt;/m:t&gt;&lt;/m:r&gt;&lt;/m:e&gt;&lt;m:sup&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;20&quot;/&gt;&lt;w:sz-cs w:val=&quot;20&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;2&lt;/m:t&gt;&lt;/m:r&gt;&lt;/m:sup&gt;&lt;/m:sSup&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;20&quot;/&gt;&lt;w:sz-cs w:val=&quot;20&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; &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://03000006.png" o:title="" chromakey="white"/></v:shape></w:pict></w:r><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/></w:rPr><w:fldChar w:fldCharType="end"/></w:r><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>obtenidos en la fase de prueba fueron inferiores a 0.5 para ambos modelos, lo que sugiere una capacidad predictiva aún limitada, este resultado no invalida el aporte del presente trabajo. Más bien, subraya la complejidad inherente al fenómeno estudiado y la </w:t></w:r><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>necesidad de ampliar la base de datos, así como de incorporar nuevas variables que capturen mejor el comportamiento del índice de compresión. En este marco, el estudio representa un avance significativo en la incorporación de técnicas de machine learning en la ingeniería geotécnica, al proponer un enfoque alternativo para la estimación del </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Cc</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> que podría, en el futuro, reducir la dependencia de los ensayos de consolidación convencionales y optimizar los tiempos de análisis en proyectos de ingeniería.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><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="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[1] Craig, R.F., 2004. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Craig’s</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Mechanics</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. CRC </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>press</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[2] Das, B.M., 2021. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Geotechnical</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Cengage learning.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[3] Carter, M., Bentley, S.P., 1991. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Correlations</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Pentech</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>press</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>publishers</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[4] </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Azzouz</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A.S., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Krizek</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, R.J., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Corotis</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, R.B., 1976. Regression </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>compressibility</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Found</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. 16, 19–29. </w:t></w:r><w:hlink w:dest="https://doi.org/10.3208/sandf1972.16.2_19"><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:rStyle w:val="Hipervnculo"/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>https://doi.org/10.3208/sandf1972.16.2_19</w:t></w:r></w:hlink><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[5] Bowles, J.E., 1979. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Physical</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Geotechnical</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[6] Park, H.I., Lee, S.R., 2011. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of the </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>compression</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>index</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Comput</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. 38, 472–481.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[7] </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Sridharan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Nagaraj</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, H., 2000. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Compressibility</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>behaviour</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>remoulded</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, fine-</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>grained</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>index</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Can. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. J. 37, 712–722.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[8] Terzaghi, K., Peck, R.B., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Mesri</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, G., 1967. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Mechanics</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Practice, 2nd </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>edition</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. John Wiley and Sons, New York.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[9] </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tsuchida</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, T., 1991. A new concept of e-</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>logp</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> relationship for </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>clays</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Proce</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, 9th </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Asian</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Regional Conference on </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Mechanics</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and Foundation </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, pp. 87–90.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[10] </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Sridharan</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Nagaraj</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, H., 2000. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Compressibility</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>behaviour</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>remoulded</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, fine-</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>grained</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>index</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Can. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. J. 37, 712–722.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[11] </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Wroth</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, C., Wood, D., 1978. The </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>index</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>some</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>basic</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Can. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. J. 15, 137–145.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[12] A.S., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Krizek</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, R.J., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Corotis</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, R.B., 1976. Regression </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>compressibility</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Found</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. 16, 19–29. </w:t></w:r><w:hlink w:dest="https://doi.org/10.3208/sandf1972.16.2_19"><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:rStyle w:val="Hipervnculo"/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>https://doi.org/10.3208/sandf1972.16.2_19</w:t></w:r></w:hlink><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[13] </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Koppula</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, S., 1981. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Statistical</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>compression</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>index</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. ASTM. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Test. J. 4.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[14] Rendon-Herrero, O., 1980. Universal </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>compression</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>index</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>equation</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Eng. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Div</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. 106, 1179–1200.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[15] </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Nishida</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, Y., 1956. A </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>brief</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> note on </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>compression</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>index</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Mech</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Found</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Div</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. 82, 1027-1021-1027-1014. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Onyejekwe</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, S., Kang, X., Ge,</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[16] </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Hough</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, B.K., 1957. Basic </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[17] Al-</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Khafaji</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Andersland</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, O., 1992. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Equations</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>compression</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>index</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>approximation</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Eng. 118, 148–153. https://doi.org/10.1061/(ASCE)0733-9410(1992) 118:1(148). </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Apostolopoulou</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>,</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[18] </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Spagnoli</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, G., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Shimobe</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, S., 2020. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Statistical</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>some</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>correlations</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> between</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[19] </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Verbrugge</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, J.-C., Schroeder, C., 2018. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Geotechnical</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Correlations</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Rocks</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. John Wiley &amp; Sons.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[20] </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Onyejekwe</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, S., Kang, X., Ge, L., 2016. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of the </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>scale</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>fluctuation</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>geotechnical</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>autocorrelation</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>function</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>semivariogram</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>function</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Eng. Geol. 214, 43–49</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[21] </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Alzo’ubi</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A.K., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Palanivelu</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Hamidian</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>GuhaRay</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A., Kumar, G., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tsoukalas</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, M.Z., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, P.G., 2023. A </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> approach of ANN and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>improved</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> PSO for </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> CBR of </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of heavy-</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>haul</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>railway</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>corridor</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Pavem</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Eng. 24, 2176494. </w:t></w:r><w:hlink w:dest="https://doi.org/10.1080/10298436.2023.2176494"><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:rStyle w:val="Hipervnculo"/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>https://doi.org/10.1080/10298436.2023.2176494</w:t></w:r></w:hlink><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[22] </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Dam</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Nguyen, D., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Roussis</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, P.C., Thai </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Pham</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Ferentinou</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Mamou</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Quang</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Vu</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Thi</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, Q.-A., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Kien</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Trong</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, P.G., 2022. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Bagging</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Multilayer</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Perceptron</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Swelling</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>potential</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Transp</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. 36, 100797 </w:t></w:r><w:hlink w:dest="https://doi.org/10.1016/j.trgeo.2022.100797"><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:rStyle w:val="Hipervnculo"/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>https://doi.org/10.1016/j.trgeo.2022.100797</w:t></w:r></w:hlink><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[23] Díaz, E., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tom´as</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, R., 2021. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Upgrading</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of jet </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>grouting</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>column</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>diameter</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> learning with </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>emphasis</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>high</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>energies</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Acta </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. 16, 1627–1633. </w:t></w:r><w:hlink w:dest="https://doi.org/10.1007/s11440-020-01091-8"><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:rStyle w:val="Hipervnculo"/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>https://doi.org/10.1007/s11440-020-01091-8</w:t></w:r></w:hlink><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[24] Singh, M.J., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Kaushik</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Patnaik</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, G., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, D.-S., Feng, W.-Q., Rajput, A., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Prakash</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, G., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Borana</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, L., 2023. Machine learning-</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> approach for </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>consolidation</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Mar. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Georesour</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Geotechnol</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. 1-15 https://doi.org/ 10.1080/1064119X.2023.2193174.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[25] </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Baghbani</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A., Choudhury, T., Costa, S., Reiner, J., 2022. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of artificial </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>geotechnical</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>state</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>-of-the-art review. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Earth</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Rev. 228, 103991. Zhang, W., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Gu</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, X., Hong, L., Han, L., Wang, L., 2023. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Comprehensive</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> review of machine learning in </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>geotechnical</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> reliability </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>: </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>further</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>challenges</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Comput</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. 136, 110066 https://doi.org/10.1016/j. asoc.2023.110066.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[26] Desai, V.M., Desai, V., Rao, D., 2009. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>compression</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>index</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Indian</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Geotechnical</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Conference (IGC-2009), Guntur, India, pp. 614–617.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[27] </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Kalantary</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Kordnaeij</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A., 2012. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>compression</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>index</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Res. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Essays</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> 7, 2835–2848.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[28] Kumar, V.P., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Rani</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, C.S., 2011. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>compression</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>index</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> (</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>ANNs</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>). </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. J. Eng. Res. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. 1, 1554–1558.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[29] </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Nesamatha</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Arumairaj</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, P., 2015. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Numerical</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>compression</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>index</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> from </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>index</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Electron</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Eng. 20, 4369–4378.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[30] Alam, S., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Khuntia</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Patra</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, C., 2014. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>compression</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>index</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. In: International Conference on Industrial </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>-NIT, </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Durgapur</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[31] Park, H.I., Lee, S.R., 2011. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of the </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>compression</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>index</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Comput</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. 38, 472–481.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[32] </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Benbouras</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, M.A., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Kettab</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Mitiche</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Zedira</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Petrisor</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A.-I., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Mezouar</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Debiche</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, F., 2019. A new approach to </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>compression</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>index</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>methods</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Mar. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Georesour</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Geotechnol</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. 37, 704–720.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[33] Zhang, P., Yin, Z.-Y., Jin, Y.-F., Chan, T.H.T., Gao, F.-P., 2021. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>compressibility</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> meta-</w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>heuristic</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and machine learning </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Geosci</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Front. 12, 441–452. </w:t></w:r><w:hlink w:dest="https://doi.org/10.1016/j.gsf.2020.02.014"><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:rStyle w:val="Hipervnculo"/><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>https://doi.org/10.1016/j.gsf.2020.02.014</w:t></w:r></w:hlink><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[34] Reagan, L.A., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Kiemele</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, M.J., 2008. Design for </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Six</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Sigma: The Tool </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Guide</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Practitioners</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[35] Aydın, Y., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Is¸ıkda˘g</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, Ü., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Bekdas</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>¸, G., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Nigdeli</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Geem</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, Z.W., 2023. Use of Machine Learning </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> 15, 2374.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[36] Díaz, E., Salamanca-Medina, E.L., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Tom´as</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, R., 2023. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of jet </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>grouting</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> machine learning. J. Rock </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Mech</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Eng. https://doi.org/ 10.1016/j.jrmge.2023.03.008.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[37] </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Sch¨olkopf</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, B., Williamson, R.C., </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Smola</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Shawe</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>-Taylor, J., Platt, J., 1999. Support vector method for </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>novelty</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. Adv. Neural </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Inf</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Proces</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Syst</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. 12.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[38] Ho, T.K., 1995. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Random</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>decision</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>forests</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of 3rd International Conference on </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Document</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> Analysis and </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>. IEEE, pp. 278–282.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[39] Friedman, J.H., 2001. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Greedy</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>function</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>approximation</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> machine, pp. 1189–1232.</w:t></w:r></w:p><w:p wsp:rsidR="00A151E3" wsp:rsidRPr="00A151E3" wsp:rsidRDefault="00A151E3" wsp:rsidP="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>[40] Yang, L., &amp; </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Shami</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, A. (2020). On </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>hyperparameter</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> of machine learning </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><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="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>: </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Theory</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t> and practice. </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>Neurocomputing</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidRPr="00A151E3"><w:rPr><w:b-cs/><w:lang w:val="ES"/></w:rPr><w:t>, 415, 295-316.</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="8" 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="8" 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="001B0D15" wsp:rsidRPr="001B0D15"><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="001B0D15" wsp:rsidRPr="001B0D15"><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="001B0D15" wsp:rsidRPr="001B0D15"><w:rPr><w:b/><w:lang w:val="ES"/></w:rPr><w:t> Rosales Malpartida, </w:t></w:r><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b/><w:lang w:val="ES"/></w:rPr><w:t>César </w:t></w:r><w:proofErr w:type="spellStart"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b/><w:lang w:val="ES"/></w:rPr><w:t>Loo</w:t></w:r><w:proofErr w:type="spellEnd"/><w:r wsp:rsidR="001A24C6" wsp:rsidRPr="001A24C6"><w:rPr><w:b/><w:lang w:val="ES"/></w:rPr><w:t> Gil</w:t></w:r></w:p><w:p wsp:rsidR="003A4160" 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