{"id":832,"date":"2022-12-26T11:41:46","date_gmt":"2022-12-26T14:41:46","guid":{"rendered":"http:\/\/157.92.26.246\/datamining\/?page_id=832"},"modified":"2026-07-29T19:04:32","modified_gmt":"2026-07-29T22:04:32","slug":"sistemas-de-recomendacion","status":"publish","type":"page","link":"https:\/\/datamining.dc.uba.ar\/datamining\/sistemas-de-recomendacion\/","title":{"rendered":"Sistemas de Recomendaci\u00f3n"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container has-pattern-background has-mask-background fusion-parallax-fixed nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"background-color: rgba(255,255,255,0);background-image: url(&quot;https:\/\/datamining.dc.uba.ar\/datamining\/wp-content\/uploads\/2022\/07\/DSC_6018-1.jpg&quot;);background-position: center center;background-repeat: no-repeat;border-width: 0px 0px 0px 0px;border-color:var(--awb-color3);border-style:solid;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;background-attachment:fixed;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><style type=\"text\/css\">@media only screen and (max-width:1024px) {.fusion-title.fusion-title-1{margin-top:150px!important; margin-right:0px!important;margin-bottom:150px!important;margin-left:0px!important;}}@media only screen and (max-width:640px) {.fusion-title.fusion-title-1{margin-top:10px!important; margin-right:0px!important;margin-bottom:10px!important; margin-left:0px!important;}}<\/style><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"margin-top:150px;margin-right:0px;margin-bottom:150px;margin-left:0px;\"><h1 class=\"title-heading-left\" style=\"margin:0;\">Sistemas de Recomendaci\u00f3n<\/h1><\/div><div class=\"fusion-section-separator section-separator curved fusion-section-separator-1\" style=\"margin-bottom:0px;\"><div class=\"fusion-section-separator-svg\" style=\"padding:0;\"><svg class=\"fusion-curved-candy\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.1\" width=\"100%\" height=\"100\" viewBox=\"0 0 100 100\" preserveAspectRatio=\"none\" style=\"padding:0;\" fill=\"rgba(255,255,255,1)\"><path d=\"M0 100 C 20 0 50 0 100 100 Z\"><\/path><\/svg><\/div><div class=\"fusion-section-separator-spacer\"><div class=\"fusion-section-separator-spacer-height\" style=\"height:99px;\"><\/div><\/div><style type=\"text\/css\">.fusion-section-separator-1 .fusion-section-separator-svg {margin-left:1.92%;margin-right:1.92%;}@media only screen and (max-width:1024px) {.fusion-section-separator-1 .fusion-section-separator-svg {margin-left:1.92%;margin-right:1.92%;}}@media only screen and (max-width:640px) {.fusion-section-separator-1 .fusion-section-separator-svg {margin-left:1.92%;margin-right:1.92%;}}<\/style><\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-0{width:100% !important;margin-top : 0px;margin-bottom : 0px;}.fusion-builder-column-0 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 1.92%;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 1.92%;}@media only screen and (max-width:1024px) {.fusion-body .fusion-builder-column-0{width:100% !important;order : 0;}.fusion-builder-column-0 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-0{width:100% !important;order : 0;}.fusion-builder-column-0 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-flex-container.fusion-builder-row-1{ padding-top : 60px;margin-top : 0px;padding-right : 0px;padding-bottom : 0px;margin-bottom : 0px;padding-left : 0px;}<\/style><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;border-width: 0px 0px 0px 0px;border-color:var(--awb-color3);border-style:solid;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-stretch\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_1 1_1 fusion-flex-column fusion-flex-align-self-flex-start\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-text fusion-text-1\"><p><a href=\"https:\/\/datamining.dc.uba.ar\/datamining\/materias\/\"><strong><span style=\"color: #6b0046;\">Volver al Cronograma de Cursos y Materias<\/span><\/strong><\/a><\/p>\n<\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-1{width:100% !important;margin-top : 0px;margin-bottom : 20px;}.fusion-builder-column-1 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 1.92%;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 1.92%;}@media only screen and (max-width:1024px) {.fusion-body .fusion-builder-column-1{width:100% !important;order : 0;}.fusion-builder-column-1 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-1{width:100% !important;order : 0;}.fusion-builder-column-1 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_3 1_3 fusion-flex-column fusion-flex-align-self-stretch\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;background-color:#f5f4f4;padding: 50px 0px 0px 50px;\"><ul class=\"fusion-checklist fusion-checklist-1\" style=\"font-size:16px;line-height:27.2px;\"><li style=\"background-color:rgba(255,255,255,0);\" class=\"fusion-li-item\"><span style=\"background-color:#f5f4f4;font-size:14.08px;height:27.2px;width:27.2px;margin-right:11.2px;\" class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-clock fas\" style=\"color:#ff6526;\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\" style=\"margin-left:38.4px;color:var(--awb-color8);\">\n<p><strong>Horas de clases semanales:\u00a0<\/strong><\/p>\n<\/div><\/li><li style=\"background-color:rgba(255,255,255,0);\" class=\"fusion-li-item\"><span style=\"background-color:#f5f4f4;font-size:14.08px;height:27.2px;width:27.2px;margin-right:11.2px;\" class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-laptop fas\" style=\"color:#ff6526;\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\" style=\"margin-left:38.4px;color:var(--awb-color8);\">\n<p><strong>Carga horaria cuatrimestral:<\/strong><\/p>\n<\/div><\/li><li style=\"background-color:rgba(255,255,255,0);\" class=\"fusion-li-item\"><span style=\"background-color:#f5f4f4;font-size:14.08px;height:27.2px;width:27.2px;margin-right:11.2px;\" class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-history fas\" style=\"color:#ff6526;\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\" style=\"margin-left:38.4px;color:var(--awb-color8);\">\n<p>Duraci\u00f3n:<\/p>\n<\/div><\/li><li style=\"background-color:rgba(255,255,255,0);\" class=\"fusion-li-item\"><span style=\"background-color:#f5f4f4;font-size:14.08px;height:27.2px;width:27.2px;margin-right:11.2px;\" class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-chalkboard-teacher fas\" style=\"color:#ff6526;\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\" style=\"margin-left:38.4px;color:var(--awb-color8);\">\n<p>Docentes:<\/p>\n<\/div><\/li><\/ul><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-2{width:33.333333333333% !important;margin-top : 0px;margin-bottom : 20px;}.fusion-builder-column-2 > .fusion-column-wrapper {padding-top : 50px !important;padding-right : 0px !important;margin-right : 5.76%;padding-bottom : 0px !important;padding-left : 50px !important;margin-left : 5.76%;}@media only screen and (max-width:1024px) {.fusion-body .fusion-builder-column-2{width:33.333333333333% !important;order : 0;}.fusion-builder-column-2 > .fusion-column-wrapper {margin-right : 5.76%;margin-left : 5.76%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-2{width:100% !important;order : 0;}.fusion-builder-column-2 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_2_3 2_3 fusion-flex-column\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><style type=\"text\/css\">@media only screen and (max-width:1024px) {.fusion-title.fusion-title-2{margin-top:10px!important; margin-right:0px!important;margin-bottom:15px!important;margin-left:0px!important;}}@media only screen and (max-width:640px) {.fusion-title.fusion-title-2{margin-top:10px!important; margin-right:0px!important;margin-bottom:10px!important; margin-left:0px!important;}}<\/style><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"margin-top:10px;margin-right:0px;margin-bottom:15px;margin-left:0px;\"><h2 class=\"title-heading-left\" style=\"margin:0;color:#6b0046;\">Temario \/Programa<\/h2><\/div><div class=\"fusion-text fusion-text-2 fusion-text-no-margin\" style=\"margin-bottom:30px;\"><p><strong>Objetivos<\/strong><\/p>\n<p>Presentar los fundamentos b\u00e1sicos de los Sistemas de Recomendaci\u00f3n y estudiar los conceptos fundamentales y las t\u00e9cnicas de dise\u00f1o utilizadas en estos sistemas.<\/p>\n<p><strong>Programa<\/strong><\/p>\n<p><strong>Unidad 1.<\/strong> Introducci\u00f3n a los sistemas de recomendaci\u00f3n<\/p>\n<p>Presentaci\u00f3n del curso y de los temas del programa. Introducci\u00f3n a los sistemas de recomendaci\u00f3n. Objetivos. Modelos b\u00e1sicos. Temas avanzados y aplicaciones.<\/p>\n<p><strong>Unidad 2.<\/strong> El filtrado colaborativo<\/p>\n<p>Introducci\u00f3n. La matriz de utilidad. Propiedades de la matriz de utilidad.<br \/>\nEl filtrado colaborativo basado en vecinos. Predicci\u00f3n de utilidades. M\u00e9todos de aglomeraci\u00f3n. Reducci\u00f3n de la dimensionalidad. La predicci\u00f3n como problema de regresi\u00f3n. Modelos de grafos.<br \/>\nEl filtrado colaborativo basado en modelos. \u00c1rboles de decisi\u00f3n y regresi\u00f3n. Filtrado colaborativo basado en reglas. Filtrado colaborativo bayesiano simple. Uso a ciegas de un clasificador arbitrario. Modelos de factores latentes. Integraci\u00f3n de modelos de factorizaci\u00f3n y de vecinos.<\/p>\n<p><strong>Unidad 3.<\/strong> Sistemas de recomendaci\u00f3n basados en contenido y en conocimiento<\/p>\n<p>Sistemas de recomendaci\u00f3n basados en contenido. Componentes b\u00e1sicos de un sistema basado en contenido. Preprocesamiento y extracci\u00f3n de caracter\u00edsticas. Aprendizaje de perfiles de usuario y filtrado. Recomendaciones basadas en contenido versus colaborativas. Uso de modelos basados en contenido para filtrado colaborativo.<br \/>\nSistemas de recomendaci\u00f3n basados en conocimiento. Sistemas de recomendaci\u00f3n basados en restricciones. Sistemas de recomendaci\u00f3n basados en casos. Personalizaci\u00f3n persistente en sistemas basados en conocimiento.<\/p>\n<p><strong>Unidad 4.<\/strong> Sistemas de recomendaci\u00f3n h\u00edbridos y de ensamble<\/p>\n<p>M\u00e9todos de ensamble desde una perspectiva de clasificaci\u00f3n. H\u00edbridos en cascada. H\u00edbridos ponderados. Conmutaci\u00f3n de h\u00edbridos. H\u00edbridos de combinaci\u00f3n y aumento de caracter\u00edsticas.<\/p>\n<p><strong>Unidad 5.<\/strong> Evaluaci\u00f3n de sistemas de recomendaci\u00f3n<\/p>\n<p>Paradigmas de evaluaci\u00f3n. Objetivos generales del dise\u00f1o de evaluaciones. Problemas de dise\u00f1o en los sistemas de recomendaci\u00f3n fuera de l\u00ednea. M\u00e9tricas de precisi\u00f3n en evaluaci\u00f3n fuera de l\u00ednea. Limitaciones de las m\u00e9tricas de evaluaci\u00f3n.<\/p>\n<p><strong>Unidad 6.<\/strong> Temas avanzados en sistemas de recomendaci\u00f3n<\/p>\n<p>Sistemas de recomendaci\u00f3n sensibles al contexto. Aproximaci\u00f3n multidimensional. Filtrado previo contextual. M\u00e9todos de filtrado posterior. Modelizaci\u00f3n del contexto.<br \/>\nFiltrado colaborativo temporal. Modelos discretos temporales. Sistemas de recomendaci\u00f3n sensibles al lugar.<br \/>\nSistemas de recomendaci\u00f3n sociales y centrados en la confianza. Modelos multidimensionales para contexto social. M\u00e9todos centrados en la red y en la confianza. Interacci\u00f3n de los usuarios en los sistemas de recomendaci\u00f3n sociales.<br \/>\nSistemas de recomendaci\u00f3n resistentes a ataques. Entendiendo las compensaciones mutuas en los modelos de ataque. Tipos de ataques. Detecci\u00f3n de ataques. Estrategias para el dise\u00f1o robusto de sistemas de recomendaci\u00f3n. Dominios de aplicaci\u00f3n interesantes y novedosos.<\/p>\n<p><strong>Modalidad de trabajo<\/strong><\/p>\n<p>En la parte te\u00f3rica de la materia, se desarrollar\u00e1n los temas del programa realizando exposiciones, demostrando la utilizaci\u00f3n de software o resolviendo un caso pr\u00e1ctico.<\/p>\n<p>En la parte pr\u00e1ctica los alumnos implementar\u00e1n las t\u00e9cnicas explicadas utilizando datos reales. Para aprobar la materia se deber\u00e1n presentar dos trabajos pr\u00e1cticos y una evaluaci\u00f3n final.<\/p>\n<\/div><div ><style>.fusion-body .fusion-button.button-1{border-color:var(--awb-color1);border-radius:30px 30px 30px 30px;background:#6b0046;font-size:16px;font-family:\"IBM Plex Sans\";font-weight:400;}.fusion-body .fusion-button.button-1 .fusion-button-text,.fusion-body .fusion-button.button-1 i,.fusion-body .fusion-button.button-1:hover .fusion-button-text,.fusion-body .fusion-button.button-1:hover i,.fusion-body .fusion-button.button-1:focus .fusion-button-text,.fusion-body .fusion-button.button-1:focus i,.fusion-body .fusion-button.button-1:active .fusion-button-text,.fusion-body .fusion-button.button-1:active i{color:var(--awb-color1);}.fusion-body .fusion-button.button-1:hover,.fusion-body .fusion-button.button-1:active,.fusion-body .fusion-button.button-1:focus{border-color:var(--awb-color1);background:#370030;}<\/style><a class=\"fusion-button button-flat 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