{"id":2965,"date":"2022-08-14T06:20:45","date_gmt":"2022-08-14T06:20:45","guid":{"rendered":"https:\/\/pcyti.izt.uam.mx\/?p=2965"},"modified":"2022-08-14T06:20:46","modified_gmt":"2022-08-14T06:20:46","slug":"sistemas-de-recomendacion","status":"publish","type":"post","link":"https:\/\/pcyti.izt.uam.mx\/?p=2965","title":{"rendered":"Sistemas de recomendaci\u00f3n"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/pcyti.izt.uam.mx\/wordpress\/wp-content\/uploads\/Sistemas-de-Recomendaci%C3%B3n.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">&nbsp;Descargar versi\u00f3n PDF<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Profesor<\/strong>:&nbsp;<a href=\"https:\/\/pcyti.izt.uam.mx\/wordpress\/?page_id=198&amp;SingleProduct=193\">Dr.&nbsp;John Goddard Close<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Resumen<\/strong>:&nbsp;En Internet existen muchos sitios especializados que ofrecen una gran cantidad de productos y\/o servicios para su consumo, lo cual causa conflictos al usuario cuando requiere adquirir uno de ellos de entre tantas opciones; una buena opci\u00f3n para resolverlos son los sistemas de recomendaci\u00f3n (SR).&nbsp;Los SR son herramientas y t\u00e9cnicas de software que proporcionan sugerencias a un usuario sobre art\u00edculos que le pueden servir. El tipo de sugerencia que ofrecen los SR podr\u00eda ser acerca de qu\u00e9 pel\u00edcula ver, qu\u00e9 m\u00fasica escuchar, qu\u00e9 bien comprar, o qu\u00e9 noticia en l\u00ednea leer. Los sistemas de recomendaci\u00f3n generan informaci\u00f3n personalizada para cada uno de sus usuarios, mediante el supuesto de que las personas que tuvieron una opini\u00f3n similar en el pasado continuar\u00e1n teniendo los mismos gustos en el futuro. Los SR est\u00e1n creciendo r\u00e1pidamente en Internet, y han evolucionado de ser meras adiciones interesantes de sitios dedicados al comercio electr\u00f3nico, a convertirse a veces en el negocio principal. Algunos retos que se presentan en los sistemas de recomendaci\u00f3n son: producir una recomendaci\u00f3n exacta, manejar varias recomendaciones eficientemente y enfrentar el crecimiento del n\u00famero de participantes en el sistema, obteniendo as\u00ed un sistema de recomendaci\u00f3n de calidad.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Objetivo&nbsp;general<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Encontrar m\u00e9todos adecuados para los sistemas de recomendaci\u00f3n mediante la aplicaci\u00f3n de t\u00e9cnicas de aprendizaje maquinal<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Objetivos espec\u00edficos<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Evaluar el desempe\u00f1o de distintas t\u00e9cnicas de aprendizaje maquinal en el contexto de sistemas de recomendaci\u00f3n<\/li><li>Desarrollar e implementar alg\u00fan modelo h\u00edbrido para mejorar la calidad de recomendaci\u00f3n en un SR<\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>&nbsp;Descargar versi\u00f3n PDF Profesor:&nbsp;Dr.&nbsp;John Goddard Close Resumen:&nbsp;En Internet existen muchos sitios especializados que ofrecen una gran cantidad de productos y\/o servicios para su consumo, lo cual causa conflictos al usuario cuando requiere adquirir uno de ellos de entre tantas opciones; una buena opci\u00f3n para resolverlos son los sistemas de recomendaci\u00f3n (SR).&nbsp;Los SR son herramientas y<\/p>\n","protected":false},"author":2,"featured_media":2032,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","footnotes":""},"categories":[84],"tags":[],"class_list":["post-2965","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-84"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Sistemas de recomendaci\u00f3n - Posgrado en Ciencias y Tecnolog\u00edas de la Informaci\u00f3n<\/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:\/\/pcyti.izt.uam.mx\/?p=2965\" \/>\n<meta property=\"og:locale\" content=\"es_MX\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Sistemas de recomendaci\u00f3n - Posgrado en Ciencias y Tecnolog\u00edas de la Informaci\u00f3n\" \/>\n<meta property=\"og:description\" content=\"&nbsp;Descargar versi\u00f3n PDF Profesor:&nbsp;Dr.&nbsp;John Goddard Close Resumen:&nbsp;En Internet existen muchos sitios especializados que ofrecen una gran cantidad de productos y\/o servicios para su consumo, lo cual causa conflictos al usuario cuando requiere adquirir uno de ellos de entre tantas opciones; una buena opci\u00f3n para resolverlos son los sistemas de recomendaci\u00f3n (SR).&nbsp;Los SR son herramientas y\" \/>\n<meta property=\"og:url\" content=\"https:\/\/pcyti.izt.uam.mx\/?p=2965\" \/>\n<meta property=\"og:site_name\" content=\"Posgrado en Ciencias y Tecnolog\u00edas de la Informaci\u00f3n\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/pcyti\/\" \/>\n<meta property=\"article:published_time\" content=\"2022-08-14T06:20:45+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-08-14T06:20:46+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/pcyti.izt.uam.mx\/wp-content\/uploads\/2022\/07\/deep-learning.png\" \/>\n\t<meta property=\"og:image:width\" content=\"568\" \/>\n\t<meta property=\"og:image:height\" content=\"107\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"pcyti\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"pcyti\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tiempo de lectura\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minuto\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/?p=2965#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/?p=2965\"},\"author\":{\"name\":\"pcyti\",\"@id\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/#\\\/schema\\\/person\\\/9d093e256d84249d175f986d409d857d\"},\"headline\":\"Sistemas de recomendaci\u00f3n\",\"datePublished\":\"2022-08-14T06:20:45+00:00\",\"dateModified\":\"2022-08-14T06:20:46+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/?p=2965\"},\"wordCount\":297,\"publisher\":{\"@id\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/?p=2965#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/wp-content\\\/uploads\\\/2022\\\/07\\\/deep-learning.png\",\"articleSection\":[\"2012\"],\"inLanguage\":\"es\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/?p=2965\",\"url\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/?p=2965\",\"name\":\"Sistemas de recomendaci\u00f3n - Posgrado en Ciencias y Tecnolog\u00edas de la Informaci\u00f3n\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/?p=2965#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/?p=2965#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/wp-content\\\/uploads\\\/2022\\\/07\\\/deep-learning.png\",\"datePublished\":\"2022-08-14T06:20:45+00:00\",\"dateModified\":\"2022-08-14T06:20:46+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/?p=2965#breadcrumb\"},\"inLanguage\":\"es\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/pcyti.izt.uam.mx\\\/?p=2965\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/?p=2965#primaryimage\",\"url\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/wp-content\\\/uploads\\\/2022\\\/07\\\/deep-learning.png\",\"contentUrl\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/wp-content\\\/uploads\\\/2022\\\/07\\\/deep-learning.png\",\"width\":568,\"height\":107},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/?p=2965#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Inicio\",\"item\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Sistemas de recomendaci\u00f3n\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/#website\",\"url\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/\",\"name\":\"Posgrado en Ciencias y Tecnolog\u00edas de la Informaci\u00f3n\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"es\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/#organization\",\"name\":\"Posgrado en Ciencias y Tecnolog\u00edas de la Informaci\u00f3n\",\"url\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/wp-content\\\/uploads\\\/2021\\\/12\\\/logo_pcyti_small.png\",\"contentUrl\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/wp-content\\\/uploads\\\/2021\\\/12\\\/logo_pcyti_small.png\",\"width\":71,\"height\":100,\"caption\":\"Posgrado en Ciencias y Tecnolog\u00edas de la Informaci\u00f3n\"},\"image\":{\"@id\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/pcyti\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/#\\\/schema\\\/person\\\/9d093e256d84249d175f986d409d857d\",\"name\":\"pcyti\",\"url\":\"https:\\\/\\\/pcyti.izt.uam.mx\\\/?author=2\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Sistemas de recomendaci\u00f3n - Posgrado en Ciencias y Tecnolog\u00edas de la Informaci\u00f3n","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:\/\/pcyti.izt.uam.mx\/?p=2965","og_locale":"es_MX","og_type":"article","og_title":"Sistemas de recomendaci\u00f3n - Posgrado en Ciencias y Tecnolog\u00edas de la Informaci\u00f3n","og_description":"&nbsp;Descargar versi\u00f3n PDF Profesor:&nbsp;Dr.&nbsp;John Goddard Close Resumen:&nbsp;En Internet existen muchos sitios especializados que ofrecen una gran cantidad de productos y\/o servicios para su consumo, lo cual causa conflictos al usuario cuando requiere adquirir uno de ellos de entre tantas opciones; una buena opci\u00f3n para resolverlos son los sistemas de recomendaci\u00f3n (SR).&nbsp;Los SR son herramientas y","og_url":"https:\/\/pcyti.izt.uam.mx\/?p=2965","og_site_name":"Posgrado en Ciencias y Tecnolog\u00edas de la Informaci\u00f3n","article_publisher":"https:\/\/www.facebook.com\/pcyti\/","article_published_time":"2022-08-14T06:20:45+00:00","article_modified_time":"2022-08-14T06:20:46+00:00","og_image":[{"width":568,"height":107,"url":"https:\/\/pcyti.izt.uam.mx\/wp-content\/uploads\/2022\/07\/deep-learning.png","type":"image\/png"}],"author":"pcyti","twitter_card":"summary_large_image","twitter_misc":{"Escrito por":"pcyti","Tiempo de lectura":"1 minuto"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/pcyti.izt.uam.mx\/?p=2965#article","isPartOf":{"@id":"https:\/\/pcyti.izt.uam.mx\/?p=2965"},"author":{"name":"pcyti","@id":"https:\/\/pcyti.izt.uam.mx\/#\/schema\/person\/9d093e256d84249d175f986d409d857d"},"headline":"Sistemas de recomendaci\u00f3n","datePublished":"2022-08-14T06:20:45+00:00","dateModified":"2022-08-14T06:20:46+00:00","mainEntityOfPage":{"@id":"https:\/\/pcyti.izt.uam.mx\/?p=2965"},"wordCount":297,"publisher":{"@id":"https:\/\/pcyti.izt.uam.mx\/#organization"},"image":{"@id":"https:\/\/pcyti.izt.uam.mx\/?p=2965#primaryimage"},"thumbnailUrl":"https:\/\/pcyti.izt.uam.mx\/wp-content\/uploads\/2022\/07\/deep-learning.png","articleSection":["2012"],"inLanguage":"es"},{"@type":"WebPage","@id":"https:\/\/pcyti.izt.uam.mx\/?p=2965","url":"https:\/\/pcyti.izt.uam.mx\/?p=2965","name":"Sistemas de recomendaci\u00f3n - Posgrado en Ciencias y Tecnolog\u00edas de la Informaci\u00f3n","isPartOf":{"@id":"https:\/\/pcyti.izt.uam.mx\/#website"},"primaryImageOfPage":{"@id":"https:\/\/pcyti.izt.uam.mx\/?p=2965#primaryimage"},"image":{"@id":"https:\/\/pcyti.izt.uam.mx\/?p=2965#primaryimage"},"thumbnailUrl":"https:\/\/pcyti.izt.uam.mx\/wp-content\/uploads\/2022\/07\/deep-learning.png","datePublished":"2022-08-14T06:20:45+00:00","dateModified":"2022-08-14T06:20:46+00:00","breadcrumb":{"@id":"https:\/\/pcyti.izt.uam.mx\/?p=2965#breadcrumb"},"inLanguage":"es","potentialAction":[{"@type":"ReadAction","target":["https:\/\/pcyti.izt.uam.mx\/?p=2965"]}]},{"@type":"ImageObject","inLanguage":"es","@id":"https:\/\/pcyti.izt.uam.mx\/?p=2965#primaryimage","url":"https:\/\/pcyti.izt.uam.mx\/wp-content\/uploads\/2022\/07\/deep-learning.png","contentUrl":"https:\/\/pcyti.izt.uam.mx\/wp-content\/uploads\/2022\/07\/deep-learning.png","width":568,"height":107},{"@type":"BreadcrumbList","@id":"https:\/\/pcyti.izt.uam.mx\/?p=2965#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Inicio","item":"https:\/\/pcyti.izt.uam.mx\/"},{"@type":"ListItem","position":2,"name":"Sistemas de recomendaci\u00f3n"}]},{"@type":"WebSite","@id":"https:\/\/pcyti.izt.uam.mx\/#website","url":"https:\/\/pcyti.izt.uam.mx\/","name":"Posgrado en Ciencias y Tecnolog\u00edas de la Informaci\u00f3n","description":"","publisher":{"@id":"https:\/\/pcyti.izt.uam.mx\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/pcyti.izt.uam.mx\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"es"},{"@type":"Organization","@id":"https:\/\/pcyti.izt.uam.mx\/#organization","name":"Posgrado en Ciencias y Tecnolog\u00edas de la Informaci\u00f3n","url":"https:\/\/pcyti.izt.uam.mx\/","logo":{"@type":"ImageObject","inLanguage":"es","@id":"https:\/\/pcyti.izt.uam.mx\/#\/schema\/logo\/image\/","url":"https:\/\/pcyti.izt.uam.mx\/wp-content\/uploads\/2021\/12\/logo_pcyti_small.png","contentUrl":"https:\/\/pcyti.izt.uam.mx\/wp-content\/uploads\/2021\/12\/logo_pcyti_small.png","width":71,"height":100,"caption":"Posgrado en Ciencias y Tecnolog\u00edas de la Informaci\u00f3n"},"image":{"@id":"https:\/\/pcyti.izt.uam.mx\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/pcyti\/"]},{"@type":"Person","@id":"https:\/\/pcyti.izt.uam.mx\/#\/schema\/person\/9d093e256d84249d175f986d409d857d","name":"pcyti","url":"https:\/\/pcyti.izt.uam.mx\/?author=2"}]}},"modified_by":"pcyti","_links":{"self":[{"href":"https:\/\/pcyti.izt.uam.mx\/index.php?rest_route=\/wp\/v2\/posts\/2965","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pcyti.izt.uam.mx\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/pcyti.izt.uam.mx\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/pcyti.izt.uam.mx\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/pcyti.izt.uam.mx\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2965"}],"version-history":[{"count":0,"href":"https:\/\/pcyti.izt.uam.mx\/index.php?rest_route=\/wp\/v2\/posts\/2965\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/pcyti.izt.uam.mx\/index.php?rest_route=\/wp\/v2\/media\/2032"}],"wp:attachment":[{"href":"https:\/\/pcyti.izt.uam.mx\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2965"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/pcyti.izt.uam.mx\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2965"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/pcyti.izt.uam.mx\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2965"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}