{"id":813,"date":"2022-12-23T15:32:57","date_gmt":"2022-12-23T18:32:57","guid":{"rendered":"http:\/\/157.92.26.246\/datamining\/?page_id=813"},"modified":"2022-12-29T15:40:49","modified_gmt":"2022-12-29T18:40:49","slug":"enfoque-estadistico-del-aprendizaje","status":"publish","type":"page","link":"https:\/\/datamining.dc.uba.ar\/datamining\/enfoque-estadistico-del-aprendizaje\/","title":{"rendered":"Enfoque Estad\u00edstico del Aprendizaje"},"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;\">Enfoque Estad\u00edstico del Aprendizaje<\/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:<\/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>Temario<\/strong><\/p>\n<p>\u2022 Enfoques de la inferencia estad\u00edstica. Estimaci\u00f3n por M\u00e1xima Verosimilitud. InferenciaBayesiana.<br \/>\n\u2022 Regresi\u00f3n lineal simple y m\u00faltiple. Estimaci\u00f3n de m\u00ednimos cuadrados. An\u00e1lisis de supuestosdel modelo. Inferencia. Diagn\u00f3sticos de Influencia. Multicolinealidad. \u2022 Transformaciones. Variables dummies. Interacci\u00f3n. M\u00e9todos de selecci\u00f3n de variables.<br \/>\n\u2022 Odds y Riesgo Relativo. Regresi\u00f3n log\u00edstica binaria. Logits. Estimaci\u00f3n MV. Inferencia en elmodelo. Pruebas de ajuste de Hosmer y Lemeshow. M\u00e9todos de selecci\u00f3n de variables.Medidas diagn\u00f3sticas. Clasificaci\u00f3n con Regresi\u00f3n log\u00edstica. Regresi\u00f3n log\u00edsticamultinomial y ordinal.<br \/>\n\u2022 Comparaci\u00f3n de modelos y algoritmos. Evaluaci\u00f3n y selecci\u00f3n de modelos. LRT y devianza.Indicadores de ajuste y comparaci\u00f3n m\u00e1s utilizados: AIC, BIC, RMSEA, KS, medidas deparsimonia, AUC, etc. M\u00e9todos gr\u00e1ficos: curvas ROC, gr\u00e1ficos lift, gr\u00e1ficos de ganancia,gr\u00e1ficos de riesgo, etc. Factor Bayes.<br \/>\n\u2022 Redes bayesianas. Condici\u00f3n de Markov. Distribuciones asociadas a una RB. Aprendizajes enuna RB. Propagaci\u00f3n de la evidencia. Aprendizaje param\u00e9trico: MV versus Bayesiano.Redes para clasificaci\u00f3n. Naive Bayes.<\/p>\n<p><strong>Algunos t\u00f3picos a desarrollar en los trabajos de intensificaci\u00f3n<\/strong><\/p>\n<p>\u2022 Nociones de muestreo y remuestreo. Validaci\u00f3n cruzada. Bootstrap, Jacknife, y m\u00e9todosrelacionados.<br \/>\n\u2022 Gibbs Samping: aplicaciones.<br \/>\n\u2022 Regresi\u00f3n Ridge y Lasso.<br \/>\n\u2022 Regresi\u00f3n por m\u00ednimos cuadrados parciales (PLSR).<br \/>\n\u2022 Tratamiento de datos faltantes<\/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 fusion-button-default-size button-custom button-1 fusion-button-default-span fusion-button-default-type\" target=\"_blank\" rel=\"noopener noreferrer\" href=\"http:\/\/datamining.dc.uba.ar\/campus\/\"><span class=\"fusion-button-text\">CAMPUS VIRTUAL<\/span><\/a><\/div>\n<\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-3{width:66.666666666667% !important;margin-top : 0px;margin-bottom : 20px;}.fusion-builder-column-3 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 2.88%;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 2.88%;}@media only screen and (max-width:1024px) {.fusion-body .fusion-builder-column-3{width:66.666666666667% !important;order : 0;}.fusion-builder-column-3 > .fusion-column-wrapper {margin-right : 2.88%;margin-left : 2.88%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-3{width:100% !important;order : 0;}.fusion-builder-column-3 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-4 fusion_builder_column_1_2 1_2 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;\"><style type=\"text\/css\">#accordion-813-1 .fusion-panel:hover{ border-color: var(--awb-color3) } #accordion-813-1 .fusion-panel { border-color:var(--awb-color3); }.fusion-accordian  #accordion-813-1 .panel-title a .fa-fusion-box{ color: #ff6526;}.fusion-accordian  #accordion-813-1 .panel-title a .fa-fusion-box:before{ font-size: 16px; width: 16px;}.fusion-accordian  #accordion-813-1 .panel-title a{font-size:24px;color:var(--awb-color8);font-family:var(--awb-typography1-font-family);font-weight:var(--awb-typography1-font-weight);font-style:var(--awb-typography1-font-style);}.fusion-accordian  #accordion-813-1 .toggle-content{font-size:var(--awb-typography4-font-size);color:var(--awb-color8);font-family:var(--awb-typography4-font-family);font-weight:var(--awb-typography4-font-weight);font-style:var(--awb-typography4-font-style);}.fusion-accordian  #accordion-813-1 .panel-title a:not(.active):hover, #accordion-813-1 .fusion-toggle-boxed-mode:hover .panel-title a { color: #370030;}.fusion-accordian  #accordion-813-1 .fusion-toggle-boxed-mode:hover .panel-title a .fa-fusion-box{ color: #370030;}.fusion-accordian  #accordion-813-1.fusion-toggle-icon-unboxed .fusion-panel .panel-title a:not(.active):hover .fa-fusion-box{ color: #370030 !important;}<\/style><div class=\"accordian fusion-accordian\"><div class=\"panel-group fusion-toggle-icon-unboxed\" id=\"accordion-813-1\"><style type=\"text\/css\">.fusion-accordian  #accordion-813-1 .panel-f80ad359ce3b32be2 .panel-title a{color:var(--awb-color8);}.fusion-accordian  #accordion-813-1 .panel-f80ad359ce3b32be2 .toggle-content{color:var(--awb-color8);}<\/style><div class=\"fusion-panel panel-default panel-f80ad359ce3b32be2\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_f80ad359ce3b32be2\"><a aria-expanded=\"false\" aria-controls=\"f80ad359ce3b32be2\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-813-1\" data-target=\"#f80ad359ce3b32be2\" href=\"#f80ad359ce3b32be2\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">Bibliograf\u00eda<\/span><\/a><\/h4><\/div><div id=\"f80ad359ce3b32be2\" class=\"panel-collapse collapse \" araia-labelledby=\"toggle_f80ad359ce3b32be2\"><div class=\"panel-body toggle-content fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-4{width:50% !important;margin-top : 0px;margin-bottom : 20px;}.fusion-builder-column-4 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 3.84%;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 3.84%;}@media only screen and (max-width:1024px) {.fusion-body .fusion-builder-column-4{width:50% !important;order : 0;}.fusion-builder-column-4 > .fusion-column-wrapper {margin-right : 3.84%;margin-left : 3.84%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-4{width:100% !important;order : 0;}.fusion-builder-column-4 > .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-2{ padding-top : 50px;margin-top : 0px;padding-right : 0px;padding-bottom : 100px;margin-bottom : 0px;padding-left : 0px;}<\/style><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"background-color: #6b0046;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-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-5 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;background-color:#ff6526;padding: 0px 0px 0px 0px;\"><style type=\"text\/css\">@media only screen and (max-width:1024px) {.fusion-title.fusion-title-3{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-3{margin-top:10px!important; margin-right:0px!important;margin-bottom:10px!important; margin-left:0px!important;}}<\/style><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"margin-top:10px;margin-right:0px;margin-bottom:15px;margin-left:0px;\"><h1 class=\"title-heading-left\" style=\"margin:0;\"><p style=\"text-align: center;\">Ver programa de estudios<\/p><\/h1><\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-5{width:100% !important;margin-top : -50px;margin-bottom : 40px;}.fusion-builder-column-5 > .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-5{width:100% !important;order : 0;}.fusion-builder-column-5 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-5{width:100% !important;order : 0;}.fusion-builder-column-5 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-6 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;\"><div class=\"fusion-section-separator section-separator hills-opacity fusion-section-separator-2\" style=\"margin-bottom:0px;\"><div class=\"fusion-section-separator-svg\" style=\"font-size:0;line-height:0;\"><svg class=\"fusion-hills-opacity-candy\" fill=\"#370030\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.1\" width=\"100%\" viewBox=\"0 -0.5 1024 182\" preserveAspectRatio=\"none\" fill=\"rgba(55,0,48,1)\"><path class=\"st0\" d=\"M0 182.086h1024V41.593c-28.058-21.504-60.109-37.581-97.075-37.581-112.845 0-198.144 93.798-289.792 93.798S437.658 6.777 351.846 6.777s-142.234 82.125-238.49 82.125c-63.078 0-75.776-31.744-113.357-53.658L0 182.086z\"\/>\n\t\t\t\t\t\t\t\t\t<path class=\"st1\" d=\"M1024 181.062v-75.878c-39.731 15.872-80.794 27.341-117.658 25.805-110.387-4.506-191.795-109.773-325.53-116.224-109.158-5.12-344.166 120.115-429.466 166.298H1024v-.001z\"\/>\n\t\t\t\t\t\t\t\t\t<path class=\"st2\" d=\"M0 182.086h1024V90.028C966.451 59.103 907.059 16.3 824.115 15.071 690.278 13.023 665.19 102.93 482.099 102.93S202.138-1.62 74.24.019C46.49.326 21.811 4.217 0 9.849v172.237z\"\/>\n\t\t\t\t\t\t\t\t\t<path class=\"st3\" d=\"M0 182.086h1024V80.505c-37.171 19.558-80.691 35.328-139.571 36.25-151.142 2.355-141.619-28.57-298.496-29.184s-138.854 47.002-305.459 43.725C132.813 128.428 91.238 44.563 0 28.179v153.907z\"\/>\n\t\t\t\t\t\t\t\t\t<path class=\"st4\" d=\"M0 182.086h1024v-77.312c-49.05 20.07-120.525 42.394-193.229 42.086-128.922-.512-159.846-72.294-255.795-72.294-89.088 0-134.656 80.179-245.043 82.022S169.063 99.346 49.971 97.401C32.768 97.094 16.077 99.244 0 103.135v78.951z\"\/>\n\t\t\t\t\t\t\t\t<\/svg><\/div><div class=\"fusion-section-separator-spacer\"><div class=\"fusion-section-separator-spacer-height\" style=\"padding-top:17.7734375%;\"><\/div><\/div><style type=\"text\/css\">.fusion-section-separator-2 .fusion-section-separator-svg {margin-left:1.92%;margin-right:1.92%;}@media only screen and (max-width:1024px) {.fusion-section-separator-2 .fusion-section-separator-svg {margin-left:1.92%;margin-right:1.92%;}}@media only screen and (max-width:640px) {.fusion-section-separator-2 .fusion-section-separator-svg {margin-left:1.92%;margin-right:1.92%;}}<\/style><\/div>\n<\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-6{width:100% !important;margin-top : 0px;margin-bottom : 0px;}.fusion-builder-column-6 > .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-6{width:100% !important;order : 0;}.fusion-builder-column-6 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-6{width:100% !important;order : 0;}.fusion-builder-column-6 > .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-3{ padding-top : 0px;margin-top : 0px;padding-right : 0px;padding-bottom : 0px;margin-bottom : 0px;padding-left : 0px;}<\/style><\/div><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"100-width.php","meta":{"footnotes":""},"class_list":["post-813","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.10 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Enfoque Estad\u00edstico del Aprendizaje - Maestr\u00eda en Data Mining<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/datamining.dc.uba.ar\/datamining\/enfoque-estadistico-del-aprendizaje\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Enfoque Estad\u00edstico del Aprendizaje - Maestr\u00eda en Data Mining\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datamining.dc.uba.ar\/datamining\/enfoque-estadistico-del-aprendizaje\/\" \/>\n<meta property=\"og:site_name\" content=\"Maestr\u00eda en Data Mining\" \/>\n<meta property=\"article:modified_time\" content=\"2022-12-29T18:40:49+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datamining.dc.uba.ar\/datamining\/wp-content\/uploads\/2022\/11\/logo-maestria2.png\" \/>\n\t<meta property=\"og:image:width\" content=\"250\" \/>\n\t<meta property=\"og:image:height\" content=\"84\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Tiempo de lectura\" \/>\n\t<meta name=\"twitter:data1\" content=\"10 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/datamining.dc.uba.ar\/datamining\/enfoque-estadistico-del-aprendizaje\/\",\"url\":\"https:\/\/datamining.dc.uba.ar\/datamining\/enfoque-estadistico-del-aprendizaje\/\",\"name\":\"Enfoque Estad\u00edstico del Aprendizaje - Maestr\u00eda en Data Mining\",\"isPartOf\":{\"@id\":\"https:\/\/datamining.dc.uba.ar\/datamining\/#website\"},\"datePublished\":\"2022-12-23T18:32:57+00:00\",\"dateModified\":\"2022-12-29T18:40:49+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/datamining.dc.uba.ar\/datamining\/enfoque-estadistico-del-aprendizaje\/#breadcrumb\"},\"inLanguage\":\"es-AR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/datamining.dc.uba.ar\/datamining\/enfoque-estadistico-del-aprendizaje\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/datamining.dc.uba.ar\/datamining\/enfoque-estadistico-del-aprendizaje\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Inicio\",\"item\":\"https:\/\/datamining.dc.uba.ar\/datamining\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Enfoque Estad\u00edstico del Aprendizaje\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/datamining.dc.uba.ar\/datamining\/#website\",\"url\":\"https:\/\/datamining.dc.uba.ar\/datamining\/\",\"name\":\"Maestr\u00eda en Data Mining\",\"description\":\"Facultad de Ciencias Exactas y Naturales\",\"publisher\":{\"@id\":\"https:\/\/datamining.dc.uba.ar\/datamining\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/datamining.dc.uba.ar\/datamining\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"es-AR\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/datamining.dc.uba.ar\/datamining\/#organization\",\"name\":\"Maestr\u00eda en Data Mining\",\"url\":\"https:\/\/datamining.dc.uba.ar\/datamining\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"es-AR\",\"@id\":\"https:\/\/datamining.dc.uba.ar\/datamining\/#\/schema\/logo\/image\/\",\"url\":\"http:\/\/datamining.dc.uba.ar\/datamining\/wp-content\/uploads\/2022\/11\/logo-maestria2.png\",\"contentUrl\":\"http:\/\/datamining.dc.uba.ar\/datamining\/wp-content\/uploads\/2022\/11\/logo-maestria2.png\",\"width\":250,\"height\":84,\"caption\":\"Maestr\u00eda en Data Mining\"},\"image\":{\"@id\":\"https:\/\/datamining.dc.uba.ar\/datamining\/#\/schema\/logo\/image\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Enfoque Estad\u00edstico del Aprendizaje - Maestr\u00eda en Data Mining","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/datamining.dc.uba.ar\/datamining\/enfoque-estadistico-del-aprendizaje\/","og_locale":"es_ES","og_type":"article","og_title":"Enfoque Estad\u00edstico del Aprendizaje - Maestr\u00eda en Data Mining","og_url":"https:\/\/datamining.dc.uba.ar\/datamining\/enfoque-estadistico-del-aprendizaje\/","og_site_name":"Maestr\u00eda en Data Mining","article_modified_time":"2022-12-29T18:40:49+00:00","og_image":[{"width":250,"height":84,"url":"https:\/\/datamining.dc.uba.ar\/datamining\/wp-content\/uploads\/2022\/11\/logo-maestria2.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_misc":{"Tiempo de lectura":"10 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/datamining.dc.uba.ar\/datamining\/enfoque-estadistico-del-aprendizaje\/","url":"https:\/\/datamining.dc.uba.ar\/datamining\/enfoque-estadistico-del-aprendizaje\/","name":"Enfoque Estad\u00edstico del Aprendizaje - Maestr\u00eda en Data Mining","isPartOf":{"@id":"https:\/\/datamining.dc.uba.ar\/datamining\/#website"},"datePublished":"2022-12-23T18:32:57+00:00","dateModified":"2022-12-29T18:40:49+00:00","breadcrumb":{"@id":"https:\/\/datamining.dc.uba.ar\/datamining\/enfoque-estadistico-del-aprendizaje\/#breadcrumb"},"inLanguage":"es-AR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/datamining.dc.uba.ar\/datamining\/enfoque-estadistico-del-aprendizaje\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/datamining.dc.uba.ar\/datamining\/enfoque-estadistico-del-aprendizaje\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Inicio","item":"https:\/\/datamining.dc.uba.ar\/datamining\/"},{"@type":"ListItem","position":2,"name":"Enfoque Estad\u00edstico del Aprendizaje"}]},{"@type":"WebSite","@id":"https:\/\/datamining.dc.uba.ar\/datamining\/#website","url":"https:\/\/datamining.dc.uba.ar\/datamining\/","name":"Maestr\u00eda en Data Mining","description":"Facultad de Ciencias Exactas y Naturales","publisher":{"@id":"https:\/\/datamining.dc.uba.ar\/datamining\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/datamining.dc.uba.ar\/datamining\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"es-AR"},{"@type":"Organization","@id":"https:\/\/datamining.dc.uba.ar\/datamining\/#organization","name":"Maestr\u00eda en Data Mining","url":"https:\/\/datamining.dc.uba.ar\/datamining\/","logo":{"@type":"ImageObject","inLanguage":"es-AR","@id":"https:\/\/datamining.dc.uba.ar\/datamining\/#\/schema\/logo\/image\/","url":"http:\/\/datamining.dc.uba.ar\/datamining\/wp-content\/uploads\/2022\/11\/logo-maestria2.png","contentUrl":"http:\/\/datamining.dc.uba.ar\/datamining\/wp-content\/uploads\/2022\/11\/logo-maestria2.png","width":250,"height":84,"caption":"Maestr\u00eda en Data Mining"},"image":{"@id":"https:\/\/datamining.dc.uba.ar\/datamining\/#\/schema\/logo\/image\/"}}]}},"_links":{"self":[{"href":"https:\/\/datamining.dc.uba.ar\/datamining\/wp-json\/wp\/v2\/pages\/813","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/datamining.dc.uba.ar\/datamining\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/datamining.dc.uba.ar\/datamining\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/datamining.dc.uba.ar\/datamining\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/datamining.dc.uba.ar\/datamining\/wp-json\/wp\/v2\/comments?post=813"}],"version-history":[{"count":4,"href":"https:\/\/datamining.dc.uba.ar\/datamining\/wp-json\/wp\/v2\/pages\/813\/revisions"}],"predecessor-version":[{"id":940,"href":"https:\/\/datamining.dc.uba.ar\/datamining\/wp-json\/wp\/v2\/pages\/813\/revisions\/940"}],"wp:attachment":[{"href":"https:\/\/datamining.dc.uba.ar\/datamining\/wp-json\/wp\/v2\/media?parent=813"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}