{"id":97989,"date":"2018-03-11T10:18:40","date_gmt":"2018-03-11T10:18:40","guid":{"rendered":"https:\/\/www.deberes.net\/tesis\/sin-categoria\/inclusion-de-informacion-de-dominio-en-modelos-de-clustering-basados-en-densidad-para-datos-estaticos-y-data-streams\/"},"modified":"2018-03-11T10:18:40","modified_gmt":"2018-03-11T10:18:40","slug":"inclusion-de-informacion-de-dominio-en-modelos-de-clustering-basados-en-densidad-para-datos-estaticos-y-data-streams","status":"publish","type":"post","link":"https:\/\/www.deberes.net\/tesis\/informatica\/inclusion-de-informacion-de-dominio-en-modelos-de-clustering-basados-en-densidad-para-datos-estaticos-y-data-streams\/","title":{"rendered":"Inclusi\u00f3n de informaci\u00f3n de dominio en modelos de clustering basados en densidad para datos  est\u00e1ticos y data streams"},"content":{"rendered":"<h2>Tesis doctoral de <strong> Carlos Ru\u00edz Moreno <\/strong><\/h2>\n<p>M\u00e1s de tres d\u00e9cadas de existencia de la investigaci\u00f3n en data mining han demostrado que el an\u00e1lisis, ejecuci\u00f3n y evaluaci\u00f3n de modelos de data mining est\u00e1 determinado por la influencia que ejerce la dependencia del conocimiento del dominio. Esta informaci\u00f3n de dominio se utiliza para establecer los criterios de validez, utilidad y \u00e9xito de los modelos obtenidos, y por tanto, se necesitan m\u00e9todos efectivos de incluir dicha informaci\u00f3n durante el proceso de an\u00e1lisis y construcci\u00f3n de los modelos. la inclusi\u00f3n de informaci\u00f3n de dominio en los m\u00e9todos de aprendizaje no supervisado donde la evaluaci\u00f3n depende en mayor grado de la visi\u00f3n y expectativas del usuario ha atra\u00eddo gran inter\u00e9s en los \u00faltimos a\u00f1os provocando la aparici\u00f3n de diferentes tendencias. En concreto, el clustering semi-supervisado trata de paliar los problemas que la interpretaci\u00f3n y evaluaci\u00f3n puede acarrear y permite incluir informaci\u00f3n de dominio dentro del m\u00e9todo de clustering. Sin embargo, y a pesar de los buenos resultados demostrados en dichos m\u00e9todos, en m\u00e9todos basados en densidad no existe ninguna soluci\u00f3n satisfactoria. por otro lado, el r\u00e1pido crecimiento de los sistemas inform\u00e1ticos ha provocado que las aplicaciones online y en tiempo real donde se generan a gran velocidad y almacenan cantidades de datos gigantescas a lo largo del tiempo proliferen en todos los \u00e1mbitos. Estas nuevas caracter\u00edsticas y avances suponen nuevos retos para el data mining, que deben adaptar las soluciones cl\u00e1sicas a soluciones capaces de analizar data streams. As\u00ed, y de la misma manera que en el caso cl\u00e1sico, contar con informaci\u00f3n de dominio que refleje las expectativas del experto es fundamental para la obtenci\u00f3n de modelos v\u00e1lidos. esta tesis doctoral aborda la problem\u00e1tica de inclusi\u00f3n de informaci\u00f3n de dominio en data mining, y en concreto se centra en los problemas de  interpretaci\u00f3n y validaci\u00f3n clustering basado en densidad.<\/p>\n<p>&nbsp;<\/p>\n<h3>Datos acad\u00e9micos de la tesis doctoral \u00ab<strong>Inclusi\u00f3n de informaci\u00f3n de dominio en modelos de clustering basados en densidad para datos  est\u00e1ticos y data streams<\/strong>\u00ab<\/h3>\n<ul>\n<li><strong>T\u00edtulo de la tesis:<\/strong>\u00a0 Inclusi\u00f3n de informaci\u00f3n de dominio en modelos de clustering basados en densidad para datos  est\u00e1ticos y data streams <\/li>\n<li><strong>Autor:<\/strong>\u00a0 Carlos Ru\u00edz Moreno <\/li>\n<li><strong>Universidad:<\/strong>\u00a0 Polit\u00e9cnica de Madrid<\/li>\n<li><strong>Fecha de lectura de la tesis:<\/strong>\u00a0 14\/12\/2009<\/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>Ernestina Menasalvas Ruiz<\/li>\n<\/ul>\n<\/li>\n<li><strong>Tribunal<\/strong>\n<ul>\n<li>Presidente del tribunal: ricardo Baeza yates <\/li>\n<li>Mar\u00eda Halkidi (vocal)<\/li>\n<li>y\u00ed\u00bccel Saygin (vocal)<\/li>\n<li>joao Gama (vocal)<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Tesis doctoral de Carlos Ru\u00edz Moreno M\u00e1s de tres d\u00e9cadas de existencia de la investigaci\u00f3n en data mining han demostrado [&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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