{"id":480,"date":"2021-05-31T17:58:11","date_gmt":"2021-05-31T17:58:11","guid":{"rendered":"http:\/\/grupo.us.es\/minerva\/?page_id=480"},"modified":"2025-04-15T11:55:55","modified_gmt":"2025-04-15T10:55:55","slug":"jornadas-prediccion-de-series-temporales","status":"publish","type":"page","link":"https:\/\/grupo.us.es\/minerva\/jornadas-prediccion-de-series-temporales\/","title":{"rendered":"Jornadas Predicci\u00f3n de Series Temporales"},"content":{"rendered":"<div id=\"pl-480\"  class=\"panel-layout\" ><div id=\"pg-480-0\"  class=\"panel-grid panel-has-style\" ><div style=\"padding-top: 100px; padding-bottom: 100px; \" data-mobile-padding=\"50px\" data-overlay-color=\"#000000\" class=\"panel-row-style panel-row-style-for-480-0\" ><div id=\"pgc-480-0-0\"  class=\"panel-grid-cell\" ><div id=\"panel-480-0-0-0\" class=\"so-panel widget widget_text panel-first-child panel-last-child\" data-index=\"0\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-480-0-0-0\" >\t\t\t<div class=\"textwidget\"><p>Bienvenidos a nuestra p\u00e1gina dedicada a las Jornadas de Machine Learning Aplicado a Series Temporales. Este evento re\u00fane a expertos y entusiastas del \u00e1mbito de la inteligencia artificial con el fin de explorar y discutir los avances m\u00e1s recientes en t\u00e9cnicas de predicci\u00f3n y an\u00e1lisis de series temporales. Las presentaciones cubren una amplia gama de temas, desde conceptos b\u00e1sicos hasta metodolog\u00edas avanzadas, incluyendo el uso de Deep Learning y arquitecturas innovadoras como los Transformers.<\/p>\n<p>A lo largo de estas jornadas, los ponentes comparten sus conocimientos y experiencias en diversos aspectos pr\u00e1cticos de la predicci\u00f3n de series temporales, abordando tanto retos te\u00f3ricos como aplicaciones pr\u00e1cticas. Los temas incluyen:<\/p>\n<ul>\n<li><strong>Predicci\u00f3n de Series Temporales: Conceptos B\u00e1sicos<\/strong>: Una introducci\u00f3n fundamental para todos aquellos interesados en el campo.<\/li>\n<li><strong>Introducci\u00f3n al Deep Learning y Arquitecturas Deep Learning para TSF<\/strong>: Explorando c\u00f3mo el deep learning puede ser aplicado efectivamente en la predicci\u00f3n de series temporales.<\/li>\n<li><strong>Marco Experimental para TSF<\/strong> y <strong>Arquitectura Transformer para TSF<\/strong>: Detallando frameworks experimentales y c\u00f3mo los modelos transformer est\u00e1n cambiando el panorama de la predicci\u00f3n de series temporales.<\/li>\n<li><strong>Aplicaciones en Tiempo Real<\/strong>: Desde la predicci\u00f3n de la demanda el\u00e9ctrica hasta la anticipaci\u00f3n de desperfectos en aeropuertos, pasando por m\u00e9todos como ensembles y vecinos cercanos.<\/li>\n<li><strong>Innovaci\u00f3n mediante Transfer Learning y Variables Ex\u00f3genas<\/strong>: Investigaciones sobre c\u00f3mo mejorar la precisi\u00f3n y la eficacia de los modelos predictivos mediante el aprendizaje transferido y la inclusi\u00f3n de variables externas.<\/li>\n<li><strong>Predicci\u00f3n de Precios de Energ\u00eda El\u00e9ctrica<\/strong>: Un tema crucial dado su impacto econ\u00f3mico y social.<\/li>\n<\/ul>\n<p>Esperamos que encuentren en estas presentaciones una fuente de inspiraci\u00f3n y conocimiento, que pueda ser aplicado en sus propios proyectos y investigaciones. \u00a1Explore las sesiones, aprenda de los expertos y conecte con otros profesionales del campo!<\/p>\n<\/div>\n\t\t<\/div><\/div><\/div><\/div><\/div><div id=\"pg-480-1\"  class=\"panel-grid panel-has-style\" ><div style=\"padding-top: 0px; padding-bottom: 0px; \" data-mobile-padding=\"0px\" data-overlay-color=\"#000000\" class=\"panel-row-style panel-row-style-for-480-1\" ><div id=\"pgc-480-1-0\"  class=\"panel-grid-cell\" ><div id=\"panel-480-1-0-0\" class=\"so-panel widget widget_media_video panel-first-child\" data-index=\"1\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-480-1-0-0\" ><div style=\"width:100%;\" class=\"wp-video\"><!--[if lt IE 9]><script>document.createElement('video');<\/script><![endif]-->\n<video class=\"wp-video-shortcode\" id=\"video-480-1\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/youtube\" src=\"https:\/\/youtu.be\/LAkxDcN7smc?_=1\" \/><a href=\"https:\/\/youtu.be\/LAkxDcN7smc\">https:\/\/youtu.be\/LAkxDcN7smc<\/a><\/video><\/div><\/div><\/div><div id=\"panel-480-1-0-1\" class=\"so-panel widget widget_text panel-last-child\" data-index=\"2\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-480-1-0-1\" >\t\t\t<div class=\"textwidget\"><p><strong>Predicci\u00f3n de series temporales: conceptos b\u00e1sicos<\/strong><\/p>\n<ul>\n<li>Ponente: Gualberto Asencio<\/li>\n<\/ul>\n<p><a href=\"https:\/\/grupo.us.es\/minerva\/wp-content\/uploads\/2021\/05\/001-Gualberto-Asencio.pdf\">Descargar Presentaci\u00f3n<\/a><\/p>\n<\/div>\n\t\t<\/div><\/div><\/div><div id=\"pgc-480-1-1\"  class=\"panel-grid-cell\" ><div id=\"panel-480-1-1-0\" class=\"so-panel widget widget_media_video panel-first-child\" data-index=\"3\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-480-1-1-0\" ><div style=\"width:100%;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-480-2\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/youtube\" src=\"https:\/\/youtu.be\/ohk0pRIl7ns?_=2\" \/><a href=\"https:\/\/youtu.be\/ohk0pRIl7ns\">https:\/\/youtu.be\/ohk0pRIl7ns<\/a><\/video><\/div><\/div><\/div><div id=\"panel-480-1-1-1\" class=\"so-panel widget widget_text panel-last-child\" data-index=\"4\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-480-1-1-1\" >\t\t\t<div class=\"textwidget\"><p><strong>Introducci\u00f3n al Deep Learning y Arquitecturas Deep Learning para TSF<\/strong><\/p>\n<ul>\n<li>Ponentes: Manuel Carranza y Jos\u00e9 F Torres<\/li>\n<\/ul>\n<p><a href=\"https:\/\/grupo.us.es\/minerva\/wp-content\/uploads\/2021\/05\/002-Manuel Carranza.pdf\">Descargar Presentaci\u00f3n 1<\/a><br \/>\n<a href=\"https:\/\/grupo.us.es\/minerva\/wp-content\/uploads\/2021\/05\/003-Jose Torres.pdf\">Descargar Presentaci\u00f3n 2<\/a><\/p>\n<\/div>\n\t\t<\/div><\/div><\/div><\/div><\/div><div id=\"pg-480-2\"  class=\"panel-grid panel-has-style\" ><div style=\"padding-top: 10px; padding-bottom: 0px; \" data-mobile-padding=\"25px\" data-overlay-color=\"#000000\" class=\"panel-row-style panel-row-style-for-480-2\" ><div id=\"pgc-480-2-0\"  class=\"panel-grid-cell\" ><div id=\"panel-480-2-0-0\" class=\"so-panel widget widget_media_video panel-first-child\" data-index=\"5\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-480-2-0-0\" ><div style=\"width:100%;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-480-3\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/youtube\" src=\"https:\/\/youtu.be\/RJVSslQH85U?_=3\" \/><a href=\"https:\/\/youtu.be\/RJVSslQH85U\">https:\/\/youtu.be\/RJVSslQH85U<\/a><\/video><\/div><\/div><\/div><div id=\"panel-480-2-0-1\" class=\"so-panel widget widget_text panel-last-child\" data-index=\"6\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-480-2-0-1\" >\t\t\t<div class=\"textwidget\"><p><strong>Marco experimental para TSF<\/strong><\/p>\n<ul>\n<li>Ponente: Pedro Lara<\/li>\n<\/ul>\n<p><a href=\"https:\/\/grupo.us.es\/minerva\/wp-content\/uploads\/2021\/05\/004-Pedro Lara.pdf\">Descargar Presentaci\u00f3n<\/a><\/p>\n<\/div>\n\t\t<\/div><\/div><\/div><div id=\"pgc-480-2-1\"  class=\"panel-grid-cell\" ><div id=\"panel-480-2-1-0\" class=\"so-panel widget widget_media_video panel-first-child\" data-index=\"7\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-480-2-1-0\" ><div style=\"width:100%;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-480-4\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/youtube\" src=\"https:\/\/youtu.be\/TDEomogN2eU?_=4\" \/><a href=\"https:\/\/youtu.be\/TDEomogN2eU\">https:\/\/youtu.be\/TDEomogN2eU<\/a><\/video><\/div><\/div><\/div><div id=\"panel-480-2-1-1\" class=\"so-panel widget widget_text panel-last-child\" data-index=\"8\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-480-2-1-1\" >\t\t\t<div class=\"textwidget\"><p><strong>Arquitectura Transformer para TSF <\/strong><\/p>\n<ul>\n<li>Ponente: Luis Gallego<\/li>\n<\/ul>\n<p><a href=\"https:\/\/grupo.us.es\/minerva\/wp-content\/uploads\/2021\/05\/005-Luis-Gallego.pdf\">Descargar Presentaci\u00f3n<\/a><\/p>\n<\/div>\n\t\t<\/div><\/div><\/div><\/div><\/div><div id=\"pg-480-3\"  class=\"panel-grid panel-has-style\" ><div style=\"padding-top: 10px; padding-bottom: 0px; \" data-mobile-padding=\"25px\" data-overlay-color=\"#000000\" class=\"panel-row-style panel-row-style-for-480-3\" ><div id=\"pgc-480-3-0\"  class=\"panel-grid-cell\" ><div id=\"panel-480-3-0-0\" class=\"so-panel widget widget_media_video panel-first-child\" data-index=\"9\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-480-3-0-0\" ><div style=\"width:100%;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-480-5\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/youtube\" src=\"https:\/\/youtu.be\/dST66x5dIz8?_=5\" \/><a href=\"https:\/\/youtu.be\/dST66x5dIz8\">https:\/\/youtu.be\/dST66x5dIz8<\/a><\/video><\/div><\/div><\/div><div id=\"panel-480-3-0-1\" class=\"so-panel widget widget_text panel-last-child\" data-index=\"10\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-480-3-0-1\" >\t\t\t<div class=\"textwidget\"><p><strong>Predicci\u00f3n en streaming de demanda el\u00e9ctrica mediante ensembles<\/strong><\/p>\n<ul>\n<li>Ponente: Patricia Jim\u00e9nez<\/li>\n<\/ul>\n<p><a href=\"https:\/\/grupo.us.es\/minerva\/wp-content\/uploads\/2021\/05\/006-Patricia-Jimenez.pdf\">Descargar Presentaci\u00f3n<\/a><\/p>\n<\/div>\n\t\t<\/div><\/div><\/div><div id=\"pgc-480-3-1\"  class=\"panel-grid-cell\" ><div id=\"panel-480-3-1-0\" class=\"so-panel widget widget_media_video panel-first-child\" data-index=\"11\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-480-3-1-0\" ><div style=\"width:100%;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-480-6\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/youtube\" src=\"https:\/\/youtu.be\/Cq4vFP8fY-I?_=6\" \/><a href=\"https:\/\/youtu.be\/Cq4vFP8fY-I\">https:\/\/youtu.be\/Cq4vFP8fY-I<\/a><\/video><\/div><\/div><\/div><div id=\"panel-480-3-1-1\" class=\"so-panel widget widget_text panel-last-child\" data-index=\"12\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-480-3-1-1\" >\t\t\t<div class=\"textwidget\"><p><strong>Predicci\u00f3n en streaming mediante vecinos cercanos<\/strong><\/p>\n<ul>\n<li>Ponente: Laura Melgar<\/li>\n<\/ul>\n<p><a href=\"https:\/\/grupo.us.es\/minerva\/wp-content\/uploads\/2021\/05\/007-Laura-Melgar.pdf\">Descargar Presentaci\u00f3n<\/a><\/p>\n<p>&nbsp;<\/p>\n<\/div>\n\t\t<\/div><\/div><\/div><\/div><\/div><div id=\"pg-480-4\"  class=\"panel-grid panel-has-style\" ><div style=\"padding-top: 10px; padding-bottom: 0px; \" data-mobile-padding=\"25px\" data-overlay-color=\"#000000\" class=\"panel-row-style panel-row-style-for-480-4\" ><div id=\"pgc-480-4-0\"  class=\"panel-grid-cell\" ><div id=\"panel-480-4-0-0\" class=\"so-panel widget widget_media_video panel-first-child\" data-index=\"13\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-480-4-0-0\" ><div style=\"width:100%;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-480-7\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/youtube\" src=\"https:\/\/youtu.be\/thBXMu8M8o4?_=7\" \/><a href=\"https:\/\/youtu.be\/thBXMu8M8o4\">https:\/\/youtu.be\/thBXMu8M8o4<\/a><\/video><\/div><\/div><\/div><div id=\"panel-480-4-0-1\" class=\"so-panel widget widget_text panel-last-child\" data-index=\"14\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-480-4-0-1\" >\t\t\t<div class=\"textwidget\"><p><strong>TSF mediante transfer learning<\/strong><\/p>\n<ul>\n<li>Ponente: Miguel \u00c1ngel Molina<\/li>\n<\/ul>\n<p><a href=\"https:\/\/grupo.us.es\/minerva\/wp-content\/uploads\/2021\/05\/008-Miguel-A-Molina.pdf\">Descargar Presentaci\u00f3n<\/a><\/p>\n<\/div>\n\t\t<\/div><\/div><\/div><div id=\"pgc-480-4-1\"  class=\"panel-grid-cell\" ><div id=\"panel-480-4-1-0\" class=\"so-panel widget widget_media_video panel-first-child\" data-index=\"15\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-480-4-1-0\" ><div style=\"width:100%;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-480-8\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/youtube\" src=\"https:\/\/youtu.be\/xuhWn0t8G4c?_=8\" \/><a href=\"https:\/\/youtu.be\/xuhWn0t8G4c\">https:\/\/youtu.be\/xuhWn0t8G4c<\/a><\/video><\/div><\/div><\/div><div id=\"panel-480-4-1-1\" class=\"so-panel widget widget_text panel-last-child\" data-index=\"16\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-480-4-1-1\" >\t\t\t<div class=\"textwidget\"><p><strong>Predicci\u00f3n de precios de energ\u00eda el\u00e9ctrica<\/strong><\/p>\n<ul>\n<li>Ponente: Bel\u00e9n Vega<\/li>\n<\/ul>\n<p><a href=\"https:\/\/grupo.us.es\/minerva\/wp-content\/uploads\/2021\/05\/009-Bel\u00e9n-Vega.pdf\">Descargar Presentaci\u00f3n<\/a><\/p>\n<\/div>\n\t\t<\/div><\/div><\/div><\/div><\/div><div id=\"pg-480-5\"  class=\"panel-grid panel-has-style\" ><div style=\"padding-top: 10px; padding-bottom: 0px; \" data-mobile-padding=\"25px\" data-overlay-color=\"#000000\" class=\"panel-row-style panel-row-style-for-480-5\" ><div id=\"pgc-480-5-0\"  class=\"panel-grid-cell\" ><div id=\"panel-480-5-0-0\" class=\"so-panel widget widget_media_video panel-first-child\" data-index=\"17\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-480-5-0-0\" ><div style=\"width:100%;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-480-9\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/youtube\" src=\"https:\/\/youtu.be\/PSN6EoS2o0s?_=9\" \/><a href=\"https:\/\/youtu.be\/PSN6EoS2o0s\">https:\/\/youtu.be\/PSN6EoS2o0s<\/a><\/video><\/div><\/div><\/div><div id=\"panel-480-5-0-1\" class=\"so-panel widget widget_text\" data-index=\"18\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-480-5-0-1\" >\t\t\t<div class=\"textwidget\"><p><strong>Influencia de variables ex\u00f3genas para TSF<\/strong><\/p>\n<ul>\n<li>Ponente: Javier Sol\u00eds<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<\/div>\n\t\t<\/div><\/div><div id=\"panel-480-5-0-2\" class=\"so-panel widget widget_text panel-last-child\" data-index=\"19\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-480-5-0-2\" >\t\t\t<div class=\"textwidget\"><\/div>\n\t\t<\/div><\/div><\/div><div id=\"pgc-480-5-1\"  class=\"panel-grid-cell\" ><div id=\"panel-480-5-1-0\" class=\"so-panel widget widget_media_video panel-first-child\" data-index=\"20\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-480-5-1-0\" ><div style=\"width:100%;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-480-10\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/youtube\" src=\"https:\/\/youtu.be\/79wcwGzjgVQ?_=10\" \/><a href=\"https:\/\/youtu.be\/79wcwGzjgVQ\">https:\/\/youtu.be\/79wcwGzjgVQ<\/a><\/video><\/div><\/div><\/div><div id=\"panel-480-5-1-1\" class=\"so-panel widget widget_text panel-last-child\" data-index=\"21\" ><div style=\"text-align: left;\" data-title-color=\"#2d3142\" data-headings-color=\"#2d3142\" class=\"panel-widget-style panel-widget-style-for-480-5-1-1\" >\t\t\t<div class=\"textwidget\"><p><strong>Predicci\u00f3n de desperfectos en aeropuertos<\/strong><\/p>\n<ul>\n<li>Ponente: Manuel Jes\u00fas Jim\u00e9nez<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<\/div>\n\t\t<\/div><\/div><\/div><\/div><\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>Bienvenidos a nuestra p\u00e1gina dedicada a las Jornadas de Machine Learning Aplicado a Series Temporales. Este evento re\u00fane a expertos <a class=\"read-more\" href=\"https:\/\/grupo.us.es\/minerva\/jornadas-prediccion-de-series-temporales\/\">Leer m\u00e1s<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/template_fullwidth.php","meta":{"footnotes":""},"class_list":["post-480","page","type-page","status-publish","hentry","post-item clearfix"],"_links":{"self":[{"href":"https:\/\/grupo.us.es\/minerva\/wp-json\/wp\/v2\/pages\/480","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/grupo.us.es\/minerva\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/grupo.us.es\/minerva\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/grupo.us.es\/minerva\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/grupo.us.es\/minerva\/wp-json\/wp\/v2\/comments?post=480"}],"version-history":[{"count":0,"href":"https:\/\/grupo.us.es\/minerva\/wp-json\/wp\/v2\/pages\/480\/revisions"}],"wp:attachment":[{"href":"https:\/\/grupo.us.es\/minerva\/wp-json\/wp\/v2\/media?parent=480"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}