{"id":72042,"date":"2018-03-09T23:16:46","date_gmt":"2018-03-09T23:16:46","guid":{"rendered":"https:\/\/www.deberes.net\/tesis\/sin-categoria\/aprendizaje-automatico-en-conjuntos-de-clasificadores-heterogeneos-y-modelado-de-agentes\/"},"modified":"2018-03-09T23:16:46","modified_gmt":"2018-03-09T23:16:46","slug":"aprendizaje-automatico-en-conjuntos-de-clasificadores-heterogeneos-y-modelado-de-agentes","status":"publish","type":"post","link":"https:\/\/www.deberes.net\/tesis\/ciencias-tecnologicas\/aprendizaje-automatico-en-conjuntos-de-clasificadores-heterogeneos-y-modelado-de-agentes\/","title":{"rendered":"Aprendizaje automatico en conjuntos de clasificadores heterogeneos y modelado de agentes"},"content":{"rendered":"<h2>Tesis doctoral de <strong>  Ledezma Espino Agapito Ismael <\/strong><\/h2>\n<p>Una de las \u00e1reas que m\u00e1s auge ha tenido en los \u00faltimos a\u00f1os dentro del aprendizaje autom\u00e1tico es aquella en donde se combinan las decisiones de clasificadores individuales. Esto se hace con la finalidad de que la decisi\u00f3n final de a qu\u00e9 clase pertenece un ejemplo sea tomada por un conjunto de clasificadores. Entre los algoritmos de generaci\u00f3n de conjuntos se encuentra stacking, el cual genera los clasificadores del conjunto a partir de distintos algoritmos de aprendizaje y utilizando dos niveles de aprendizaje. Un problema inherente a stacking es determinar la configuraci\u00f3n de los par\u00e1metros de aprendizaje del algoritmo, entre ellos, qu\u00e9 algoritmos deben ser utilizados en la generaci\u00f3n de los clasificadores del conjunto. Esta tesis doctoral propone la utilizaci\u00f3n de algoritmos gen\u00e9ticos, como t\u00e9cnica de optimizaci\u00f3n, para encontrar la configuraci\u00f3n adecuada de los par\u00e1metros de stacking.  en situaciones competitivas y\/o colaborativas, el conocimiento que se posea sobre los individuos involucrados en el escenario, proporciona una clara ventaja a la hora de tomar una decisi\u00f3n. Existen diversas formas de adquirir este conocimiento, una de ellas es a trav\u00e9s del modelado del comportamiento de los agentes. Un segundo objetivo de esta tesis doctoral es la utilizaci\u00f3n de t\u00e9cnicas de aprendizaje autom\u00e1tico para la adquisici\u00f3n de estos modelos.<\/p>\n<p>&nbsp;<\/p>\n<h3>Datos acad\u00e9micos de la tesis doctoral \u00ab<strong>Aprendizaje automatico en conjuntos de clasificadores heterogeneos y modelado de agentes<\/strong>\u00ab<\/h3>\n<ul>\n<li><strong>T\u00edtulo de la tesis:<\/strong>\u00a0 Aprendizaje automatico en conjuntos de clasificadores heterogeneos y modelado de agentes <\/li>\n<li><strong>Autor:<\/strong>\u00a0  Ledezma Espino Agapito Ismael <\/li>\n<li><strong>Universidad:<\/strong>\u00a0 Carlos III de Madrid<\/li>\n<li><strong>Fecha de lectura de la tesis:<\/strong>\u00a0 17\/12\/2004<\/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>Ricardo Aler Mur<\/li>\n<\/ul>\n<\/li>\n<li><strong>Tribunal<\/strong>\n<ul>\n<li>Presidente del tribunal: daniel Borrajo mill\u00e1n <\/li>\n<li>Jos\u00e9 Mar\u00eda Armingol moreno (vocal)<\/li>\n<li>Jes\u00fas Gonzalez boticario (vocal)<\/li>\n<li>Antonio Gonzalez mu\u00f1oz (vocal)<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Tesis doctoral de Ledezma Espino Agapito Ismael Una de las \u00e1reas que m\u00e1s auge ha tenido en los \u00faltimos a\u00f1os [&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 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