{"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\/en\/probabilistic-algorithms-2\/","title":{"rendered":"Probabilistic Algorithms 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\/en\/2020\/04\/03\/theories-and-algorithms-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\">Theories<\/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\/en\/\">\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\">Home page<\/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. Bayesian algorithms (probabilistic algorithms)<\/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\/en\/probabilistic-algorithms-2\/bayesian-optimization-algorithm-2\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\" (opening in a new tab)\">Bayesian optimization algorithm<\/a>\n<ul>\n<li><a href=\"http:\/\/martinpelikan.net\/hboa.html\" target=\"_blank\" rel=\"noopener\">Hierarchical Bayesian Optimization Algorithm<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/pdf\/0801.3113.pdf\" target=\"_blank\" rel=\"noopener\">Incremental Bayesian Optimization Algorithm<\/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\">Bayesian network algorithm<\/a>\n<ul>\n<li><a href=\"https:\/\/ci.nii.ac.jp\/naid\/10022007017\/\" target=\"_blank\" rel=\"noopener\">Bayesian Network Algorithm Estimation<\/a><\/li>\n<li><a href=\"https:\/\/dl.acm.org\/action\/cookieAbsent\" target=\"_blank\" rel=\"noopener\">Learn the factorized distribution algorithm<\/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. Population-based probabilistic algorithms<\/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\/en\/probabilistic-algorithms-2\/progressive-learning-based-on-the-population\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"Progressive population-based learning (opens in a new tab)\">Progressive population-based learning<\/a><\/li>\n<li><a href=\"https:\/\/complex-systems-ai.com\/en\/probabilistic-algorithms-2\/compact-genetic-algorithm\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\" (opening in a new tab)\">Compact genetic algorithm<\/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\">Extended compact genetic algorithm<\/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\">Probabilistic incremental evolution of the program<\/a><\/li>\n<li>Recombination schemes\n<ul>\n<li><a href=\"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/B9780080948324500180\" target=\"_blank\" rel=\"noopener\">Blend crossover<\/a><\/li>\n<li><a href=\"https:\/\/www.complex-systems.com\/abstracts\/v09_i02_a02\/\" target=\"_blank\" rel=\"noopener\">Simulated binary crossover<\/a><\/li>\n<li><a href=\"http:\/\/www.muehlenbein.org\/fuzzy95.pdf\" target=\"_blank\" rel=\"noopener\">Fuzzy recombination<\/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\">Probabilistic model-building genetic algorithms<\/a><\/li>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/document\/1006247\/\" target=\"_blank\" rel=\"noopener\">Self-adaptive evolution strategies<\/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. Algorithms based on distribution and entropy<\/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\/en\/probabilistic-algorithms-2\/univariate-marginal-distribution-algorithm\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\" (opening in a new tab)\">Univariate marginal distribution algorithm<\/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\">Bivariate marginal distribution algorithm<\/a><\/li>\n<li><a href=\"http:\/\/www.muehlenbein.org\/schema.pdf\" target=\"_blank\" rel=\"noopener\">Factored distribution algorithm<\/a><\/li>\n<li><a href=\"http:\/\/www.muehlenbein.org\/response98.pdf\" target=\"_blank\" rel=\"noopener\">Incremental UMDA<\/a><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/complex-systems-ai.com\/en\/probabilistic-algorithms-2\/cross-entropy-method\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"Cross entropy method (opens in a new tab)\">Cross entropy method<\/a><\/li>\n<li><a href=\"http:\/\/citeseerx.ist.psu.edu\/viewdoc\/summary?doi=10.1.1.54.2133\" target=\"_blank\" rel=\"noopener\">Stochastic escalation with training vectors of the normal distributions algorithm<\/a><\/li>\n<li><a href=\"https:\/\/dl.acm.org\/action\/cookieAbsent\" target=\"_blank\" rel=\"noopener\">Mutual-information-maximizing input clustering<\/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. Tutorials<\/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\">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\">Contents<\/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=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/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\/en\/probabilistic-algorithms-2\/#Algorithmes-probabilistes\" >Probabilistic algorithms<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Algorithmes-probabilistes\"><\/span>Probabilistic algorithms<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><\/p>\n<p><\/p>\n<p class=\"has-text-align-justify\">Probabilistic algorithms are the algorithms that model a problem or search a problem space using a probabilistic model of candidate solutions. Many algorithms <a href=\"https:\/\/complex-systems-ai.com\/en\/combinatorial-optimization-2\/\">metaheuristic<\/a> and computational intelligence can be considered probabilistic, although the difference with algorithms is the explicit (rather than implicit) use of probability tools in problem solving.<\/p>\n<p><\/p>\n<p><\/p>\n<p class=\"has-text-align-justify\">Estimation of Distribution Algorithms (EDA) also called Probabilistic Model-Building Genetic Algorithms (PMBGA) are an extension of the field of Evolutionary Computation that model a population of candidate solutions as a probabilistic model. They generally involve iterations that alternate between creating candidate solutions in the problem space from a probabilistic model, and reducing a collection of generated candidate solutions into a probabilistic model.<\/p>\n<p><\/p>\n<p><\/p>\n<p class=\"has-text-align-justify\">The model at the heart of an EDA typically provides the probabilistic expectation of a component or component configuration comprising part of an optimal solution. This estimate is typically based on the observed frequency of use of the component in better than average candidate solutions. The probabilistic model is used to generate candidate solutions in the problem space, typically in a component-wise or step-wise manner using a domain specific construction method to ensure validity.<\/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=\"probabilistic algorithms\" 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>Theories Wiki Home Page I. Bayesian Algorithms (Probabilistic Algorithms) Bayesian Optimization Algorithm Hierarchical Bayesian Optimization Algorithm Incremental Bayesian Optimization Algorithm Bayesian Network Algorithm Estimation \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\/en\/wp-json\/wp\/v2\/pages\/7129","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/comments?post=7129"}],"version-history":[{"count":26,"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/pages\/7129\/revisions"}],"predecessor-version":[{"id":20670,"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/pages\/7129\/revisions\/20670"}],"wp:attachment":[{"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/media?parent=7129"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}