{"id":7129,"date":"2019-09-26T16:16:11","date_gmt":"2019-09-26T15:16:11","guid":{"rendered":"http:\/\/smart--grid.net\/?page_id=7129"},"modified":"2024-02-13T13:53:48","modified_gmt":"2024-02-13T12:53:48","slug":"algorithmes-probabilistes","status":"publish","type":"page","link":"https:\/\/complex-systems-ai.com\/es\/algoritmos-probabilisticos\/","title":{"rendered":"Algoritmos probabil\u00edsticos 101"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"7129\" class=\"elementor elementor-7129\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fd7187a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fd7187a\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-b00794f\" data-id=\"b00794f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b1fb302 elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"b1fb302\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/complex-systems-ai.com\/es\/2020\/04\/03\/teorias-y-algoritmos-2\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Teor\u00edas<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-56e4841\" data-id=\"56e4841\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6998619 elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"6998619\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/complex-systems-ai.com\/es\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Pagina de inicio<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-7ef933f\" data-id=\"7ef933f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a2dbe7b elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"a2dbe7b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"http:\/\/www.cs.man.ac.uk\/~david\/courses\/advalgorithms\/probabilistic.pdf\" target=\"_blank\" rel=\"noopener\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Wiki<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e9a2f1f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e9a2f1f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-66aa0ed\" data-id=\"66aa0ed\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6d87a34 elementor-widget elementor-widget-toggle\" data-id=\"6d87a34\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"toggle.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1141\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-1141\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">I. Algoritmos bayesianos (algoritmos probabil\u00edsticos)<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1141\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-1141\"><ul>\n<li><a href=\"https:\/\/complex-systems-ai.com\/es\/algoritmos-probabilisticos\/algoritmo-de-optimizacion-bayesiano\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\" (abriendo en una nueva pesta\u00f1a)\">Algoritmo de optimizaci\u00f3n bayesiano<\/a>\n<ul>\n<li><a href=\"http:\/\/martinpelikan.net\/hboa.html\" target=\"_blank\" rel=\"noopener\">Algoritmo jer\u00e1rquico de optimizaci\u00f3n bayesiana<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/pdf\/0801.3113.pdf\" target=\"_blank\" rel=\"noopener\">Algoritmo de optimizaci\u00f3n bayesiana incremental<\/a><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/direct.mit.edu\/evco\/article-abstract\/8\/3\/311\/874\/Linkage-Problem-Distribution-Estimation-and?redirectedFrom=fulltext\" target=\"_blank\" rel=\"noopener\">Algoritmo de red bayesiana<\/a>\n<ul>\n<li><a href=\"https:\/\/ci.nii.ac.jp\/naid\/10022007017\/\" target=\"_blank\" rel=\"noopener\">Estimaci\u00f3n del algoritmo de red bayesiana<\/a><\/li>\n<li><a href=\"https:\/\/dl.acm.org\/action\/cookieAbsent\" target=\"_blank\" rel=\"noopener\">Aprenda el algoritmo de distribuci\u00f3n factorizada<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1142\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-1142\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">II. Algoritmos probabil\u00edsticos basados en la poblaci\u00f3n<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1142\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-1142\"><ul>\n<li><a href=\"https:\/\/complex-systems-ai.com\/es\/algoritmos-probabilisticos\/aprendizaje-progresivo-basado-en-la-poblacion\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"Aprendizaje progresivo basado en la poblaci\u00f3n (se abre en una pesta\u00f1a nueva)\">Aprendizaje progresivo basado en la poblaci\u00f3n<\/a><\/li>\n<li><a href=\"https:\/\/complex-systems-ai.com\/es\/algoritmos-probabilisticos\/algoritmo-genetico-compacto\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\" (abriendo en una nueva pesta\u00f1a)\">Algoritmo gen\u00e9tico compacto<\/a>\n<ul>\n<li><a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/978-3-540-34954-9_3?error=cookies_not_supported&#038;code=4e70cd3a-35b6-4f97-a329-d2a2a33313a4\" target=\"_blank\" rel=\"noopener\">Algoritmo gen\u00e9tico compacto extendido<\/a><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/link.springer.com\/content\/pdf\/10.1007\/3-540-62858-4_86.pdf?error=cookies_not_supported&#038;code=ea30b392-4fb5-4b7e-ae00-5c8f1eb0a15a\" target=\"_blank\" rel=\"noopener\">Evoluci\u00f3n incremental probabil\u00edstica del programa<\/a><\/li>\n<li>Esquemas de recombinaci\u00f3n\n<ul>\n<li><a href=\"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/B9780080948324500180\" target=\"_blank\" rel=\"noopener\">Mezcla de cruce<\/a><\/li>\n<li><a href=\"https:\/\/www.complex-systems.com\/abstracts\/v09_i02_a02\/\" target=\"_blank\" rel=\"noopener\">Crossover binario simulado<\/a><\/li>\n<li><a href=\"http:\/\/www.muehlenbein.org\/fuzzy95.pdf\" target=\"_blank\" rel=\"noopener\">Recombinaci\u00f3n difusa<\/a><\/li>\n<li><a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/978-3-642-18965-4_8?error=cookies_not_supported&#038;code=2471d6f4-91ee-4b18-8ed0-ea2952e66202\" target=\"_blank\" rel=\"noopener\">UNDX<\/a><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"http:\/\/www.muehlenbein.org\/estbin96.pdf\" target=\"_blank\" rel=\"noopener\">Algoritmos gen\u00e9ticos probabil\u00edsticos de construcci\u00f3n de modelos<\/a><\/li>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/document\/1006247\/\" target=\"_blank\" rel=\"noopener\">Estrategias de evoluci\u00f3n autoadaptativa<\/a><\/li>\n<\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1143\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-1143\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">III. Algoritmos basados en distribuci\u00f3n y entrop\u00eda.<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1143\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-1143\"><ul>\n<li><a href=\"https:\/\/complex-systems-ai.com\/es\/algoritmos-probabilisticos\/algoritmo-de-distribucion-marginal-univariante\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\" (abriendo en una nueva pesta\u00f1a)\">Algoritmo de distribuci\u00f3n marginal univariante<\/a>\n<ul>\n<li><a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/978-1-4471-0819-1_39?error=cookies_not_supported&#038;code=a7b6ee5d-4797-4cda-9c9d-3d22a30e0ea0\" target=\"_blank\" rel=\"noopener\">Algoritmo de distribuci\u00f3n marginal bivariante<\/a><\/li>\n<li><a href=\"http:\/\/www.muehlenbein.org\/schema.pdf\" target=\"_blank\" rel=\"noopener\">Algoritmo de distribuci\u00f3n factorizada<\/a><\/li>\n<li><a href=\"http:\/\/www.muehlenbein.org\/response98.pdf\" target=\"_blank\" rel=\"noopener\">UMDA incremental<\/a><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/complex-systems-ai.com\/es\/algoritmos-probabilisticos\/metodo-de-entropia-cruzada\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"M\u00e9todo de entrop\u00eda cruzada (se abre en una pesta\u00f1a nueva)\">M\u00e9todo de entrop\u00eda cruzada<\/a><\/li>\n<li><a href=\"http:\/\/citeseerx.ist.psu.edu\/viewdoc\/summary?doi=10.1.1.54.2133\" target=\"_blank\" rel=\"noopener\">Escalada estoc\u00e1stica con vectores de entrenamiento del algoritmo de distribuciones normales<\/a><\/li>\n<li><a href=\"https:\/\/dl.acm.org\/action\/cookieAbsent\" target=\"_blank\" rel=\"noopener\">Agrupaci\u00f3n de entrada que maximiza la informaci\u00f3n mutua<\/a><\/li>\n<\/ul><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1144\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"button\" aria-controls=\"elementor-tab-content-1144\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">IV. Tutoriales<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1144\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"region\" aria-labelledby=\"elementor-tab-title-1144\" data-no-translation=\"\" data-trp-gettext=\"\">Toggle Content<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4160c75c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4160c75c\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-641f80d3\" data-id=\"641f80d3\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4e41d373 elementor-widget elementor-widget-text-editor\" data-id=\"4e41d373\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Contenido<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Tabla de contenido alternativo\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Palanca<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/complex-systems-ai.com\/es\/algoritmos-probabilisticos\/#Algorithmes-probabilistes\" >Algoritmos probabil\u00edsticos<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Algorithmes-probabilistes\"><\/span>Algoritmos probabil\u00edsticos<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><\/p>\n<p><\/p>\n<p class=\"has-text-align-justify\">Los algoritmos probabil\u00edsticos son los algoritmos que modelan un problema o buscan un espacio de problema utilizando un modelo probabil\u00edstico de soluciones candidatas. Muchos algoritmos <a href=\"https:\/\/complex-systems-ai.com\/es\/optimizacion-combinatoria\/\">metaheur\u00edstica<\/a> y la inteligencia computacional puede considerarse probabil\u00edstica, aunque la diferencia con los algoritmos es el uso expl\u00edcito (en lugar de impl\u00edcito) de herramientas de probabilidad en la resoluci\u00f3n de problemas.<\/p>\n<p><\/p>\n<p><\/p>\n<p class=\"has-text-align-justify\">Los algoritmos de estimaci\u00f3n de distribuci\u00f3n (EDA), tambi\u00e9n llamados algoritmos gen\u00e9ticos de construcci\u00f3n de modelos probabil\u00edsticos (PMBGA), son una extensi\u00f3n del campo de la computaci\u00f3n evolutiva que modela una poblaci\u00f3n de soluciones candidatas como modelo probabil\u00edstico. Por lo general, involucran iteraciones que alternan entre la creaci\u00f3n de soluciones candidatas en el espacio del problema a partir de un modelo probabil\u00edstico y la reducci\u00f3n de una colecci\u00f3n de soluciones candidatas generadas en un modelo probabil\u00edstico.<\/p>\n<p><\/p>\n<p><\/p>\n<p class=\"has-text-align-justify\">El modelo en el coraz\u00f3n de un EDA generalmente proporciona la expectativa probabil\u00edstica de un componente o configuraci\u00f3n de componente que comprende parte de una soluci\u00f3n \u00f3ptima. Esta estimaci\u00f3n se basa t\u00edpicamente en la frecuencia observada de uso del componente en soluciones candidatas mejores que el promedio. El modelo probabil\u00edstico se utiliza para generar soluciones candidatas en el espacio del problema, normalmente en forma de componentes o paso a paso utilizando un m\u00e9todo de construcci\u00f3n espec\u00edfico de dominio para garantizar la validez.<\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter wp-image-10058 size-full\" src=\"https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2020\/09\/1-hk9LX1qkkBmRDyJ-ntLbpw.png\" alt=\"algoritmos probabil\u00edsticos\" width=\"501\" height=\"520\" title=\"\" srcset=\"https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2020\/09\/1-hk9LX1qkkBmRDyJ-ntLbpw.png 501w, https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2020\/09\/1-hk9LX1qkkBmRDyJ-ntLbpw-289x300.png 289w\" sizes=\"(max-width: 501px) 100vw, 501px\" \/><\/p>\n<p><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>P\u00e1gina de inicio de Wiki de teor\u00edas I. Algoritmos bayesianos (Algoritmos probabil\u00edsticos) Algoritmo de optimizaci\u00f3n bayesiana Algoritmo de optimizaci\u00f3n bayesiana jer\u00e1rquica Algoritmo de optimizaci\u00f3n bayesiana incremental Algoritmo de red bayesiana Estimaci\u00f3n \u2026 <\/p>","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-7129","page","type-page","status-publish","hentry"],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/pages\/7129","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/comments?post=7129"}],"version-history":[{"count":26,"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/pages\/7129\/revisions"}],"predecessor-version":[{"id":20670,"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/pages\/7129\/revisions\/20670"}],"wp:attachment":[{"href":"https:\/\/complex-systems-ai.com\/es\/wp-json\/wp\/v2\/media?parent=7129"}],"curies":[{"name":"gracias","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}