{"id":111281,"date":"2011-06-10T00:00:00","date_gmt":"2011-06-10T00:00:00","guid":{"rendered":"https:\/\/www.deberes.net\/tesis\/sin-categoria\/data-complexity-in-supervised-learning-a-far-reaching-implication\/"},"modified":"2011-06-10T00:00:00","modified_gmt":"2011-06-10T00:00:00","slug":"data-complexity-in-supervised-learning-a-far-reaching-implication","status":"publish","type":"post","link":"https:\/\/www.deberes.net\/tesis\/inteligencia-artificial\/data-complexity-in-supervised-learning-a-far-reaching-implication\/","title":{"rendered":"Data complexity in supervised learning: a far-reaching implication"},"content":{"rendered":"<h2>Tesis doctoral de <strong> N\u00faria Maci\u00c1\u00a0 Antol\u00ednez <\/strong><\/h2>\n<p>Esta tesis profundiza en el estudio de la complejidad de los datos y su papel en la definici\u00f3n del comportamiento de las t\u00e9cnicas de aprendizaje supervisado, a la vez que explora la generaci\u00f3n artificial de conjuntos de datos mediante estimadores de complejidad. El trabajo se ha construido sobre cuatro pilares que se han sucedido de manera natural. (1) la cr\u00edtica de la metodolog\u00eda actual utilizada por la comunidad cient\u00edfica para evaluar el rendimiento de nuevos sistemas de aprendizaje ha desatado (2) el inter\u00e9s por estimadores alternativos basados en el an\u00e1lisis de la complejidad de los datos y su estudio. Sin embargo, tanto el estado primerizo de las medidas de complejidad como la limitada disponibilidad de problemas del mundo real para su testeo han inspirado (3) la generaci\u00f3n sint\u00e9tica de problemas, considerada el eje central de la tesis, y (4) la propuesta del uso de est\u00e1ndares artificiales con parecido a los problemas reales.  el objetivo que se persigue a largo plazo con esta investigaci\u00f3n es el de proporcionar a los usuarios (1) unas pautas pare escoger el sistema de aprendizaje m\u00e1s id\u00f3neo para resolver su problema y (2) una colecci\u00f3n de problemas para evaluar el rendimiento de los sistemas de aprendizaje o probar sus limitaciones.<\/p>\n<p>&nbsp;<\/p>\n<h3>Datos acad\u00e9micos de la tesis doctoral \u00ab<strong>Data complexity in supervised learning: a far-reaching implication<\/strong>\u00ab<\/h3>\n<ul>\n<li><strong>T\u00edtulo de la tesis:<\/strong>\u00a0 Data complexity in supervised learning: a far-reaching implication <\/li>\n<li><strong>Autor:<\/strong>\u00a0 N\u00faria Maci\u00c1\u00a0 Antol\u00ednez <\/li>\n<li><strong>Universidad:<\/strong>\u00a0 Ram\u00f3n llull<\/li>\n<li><strong>Fecha de lectura de la tesis:<\/strong>\u00a0 06\/10\/2011<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3>Direcci\u00f3n y tribunal<\/h3>\n<ul>\n<li><strong>Director de la tesis<\/strong>\n<ul>\n<li>Ester Bernad\u00f3 Mansilla<\/li>\n<\/ul>\n<\/li>\n<li><strong>Tribunal<\/strong>\n<ul>\n<li>Presidente del tribunal: robert p.w. Duin <\/li>\n<li>jaume Bacardit pe\u00f1arroya (vocal)<\/li>\n<li>sebastian Emilio Ventura soto (vocal)<\/li>\n<li>tin kam Ho (vocal)<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Tesis doctoral de N\u00faria Maci\u00c1\u00a0 Antol\u00ednez Esta tesis profundiza en el estudio de la complejidad de los datos y su [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"footnotes":""},"categories":[2528,32959],"tags":[187895,156960,221783,166038,34750,221784],"class_list":["post-111281","post","type-post","status-publish","format-standard","hentry","category-inteligencia-artificial","category-ramon-llull","tag-ester-bernado-mansilla","tag-jaume-bacardit-penarroya","tag-nuria-macia-antolinez","tag-robert-p-w-duin","tag-sebastian-emilio-ventura-soto","tag-tin-kam-ho"],"_links":{"self":[{"href":"https:\/\/www.deberes.net\/tesis\/wp-json\/wp\/v2\/posts\/111281","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.deberes.net\/tesis\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.deberes.net\/tesis\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.deberes.net\/tesis\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.deberes.net\/tesis\/wp-json\/wp\/v2\/comments?post=111281"}],"version-history":[{"count":0,"href":"https:\/\/www.deberes.net\/tesis\/wp-json\/wp\/v2\/posts\/111281\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.deberes.net\/tesis\/wp-json\/wp\/v2\/media?parent=111281"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.deberes.net\/tesis\/wp-json\/wp\/v2\/categories?post=111281"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.deberes.net\/tesis\/wp-json\/wp\/v2\/tags?post=111281"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}