{"id":7150,"date":"2019-09-26T16:27:13","date_gmt":"2019-09-26T15:27:13","guid":{"rendered":"http:\/\/smart--grid.net\/?page_id=7150"},"modified":"2024-02-13T13:54:38","modified_gmt":"2024-02-13T12:54:38","slug":"algorithme-immunitaire","status":"publish","type":"page","link":"https:\/\/complex-systems-ai.com\/en\/immune-algorithm\/","title":{"rendered":"Immune Algorithm 101"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"7150\" class=\"elementor elementor-7150\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-525199d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"525199d\" 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-d4118b5\" data-id=\"d4118b5\" 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-939b406 elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"939b406\" 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-cfcba53\" data-id=\"cfcba53\" 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-5ecdebe elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"5ecdebe\" 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-6e962b5\" data-id=\"6e962b5\" 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-5b00f92 elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"5b00f92\" 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:\/\/fr.wikipedia.org\/wiki\/Syst%C3%A8me_immunitaire_artificiel\" 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-cf52eff elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cf52eff\" 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-01a3031\" data-id=\"01a3031\" 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-2f741f9 elementor-widget elementor-widget-toggle\" data-id=\"2f741f9\" 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-4971\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-4971\" 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. Clonal selection algorithm (immune algorithm)<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-4971\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-4971\"><ul>\n<li><a href=\"https:\/\/complex-systems-ai.com\/en\/immune-algorithm\/clonal-selection-algorithm\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"Clonal selection algorithm (open in a new tab)\">Clonal selection algorithm<\/a>\n<ul>\n<li><a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/978-3-540-30220-9_22?error=cookies_not_supported&#038;code=0fbda38f-3ace-426a-877b-2e1029a2f276?error=cookies_not_supported&#038;code=0fbda38f-3ace-426a-877b-2e1029a2f276\" target=\"_blank\" rel=\"noopener\">B cell algorithm<\/a><\/li>\n<li><a href=\"https:\/\/research.cs.washington.edu\/istc\/lfb\/paper\/ec08.pdf\" target=\"_blank\" rel=\"noopener\">Multi-objective immune system algorithm<\/a><\/li>\n<li><a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/978-3-540-30220-9_22?error=cookies_not_supported&#038;code=0fbda38f-3ace-426a-877b-2e1029a2f276?error=cookies_not_supported&#038;code=0fbda38f-3ace-426a-877b-2e1029a2f276\" target=\"_blank\" rel=\"noopener\">Optimization immune algorithm<\/a><\/li>\n<li><a href=\"https:\/\/link.springer.com\/chapter\/10.1007\/3-540-36131-6_37?error=cookies_not_supported&#038;code=d80091a3-1a46-452d-8a2f-ec666b667036\" target=\"_blank\" rel=\"noopener\">Simple immunological algorithm<\/a><\/li>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/document\/1011539\/\" target=\"_blank\" rel=\"noopener\">CLONALG1<\/a><\/li>\n<li>CLONALG2<\/li>\n<li>CLONCLAS<\/li>\n<li>Adaptive clonal selection<\/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-4972\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-4972\" 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. Artificial immune system<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-4972\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-4972\"><ul>\n<li><a href=\"https:\/\/complex-systems-ai.com\/en\/immune-algorithm\/artificial-immune-recognition-system\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"Artificial Immune Recognition System (opens in a new tab)\">Artificial immune recognition system<\/a><\/li>\n<li><a href=\"https:\/\/complex-systems-ai.com\/en\/immune-algorithm\/immune-network-algorithm\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\" (opening in a new tab)\">Immune network algorithm<\/a>\n<ul>\n<li>Artificial immune network<\/li>\n<li>Artificial immune system with limited resources<\/li>\n<li><a href=\"https:\/\/www.igi-global.com\/chapter\/ainet-artificial-immune-network-data\/7592\" target=\"_blank\" rel=\"noopener\">opt-aiNet<\/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-4973\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-4973\" 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. Negative selection algorithm and dendritic cells<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-4973\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-4973\"><ul>\n<li><a href=\"https:\/\/complex-systems-ai.com\/en\/immune-algorithm\/negative-selection-algorithm\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"Negative selection algorithm (open in a new tab)\">Negative selection algorithm<\/a>\n<ul>\n<li><a href=\"https:\/\/link.springer.com\/article\/10.1023\/A:1026195112518?error=cookies_not_supported&#038;code=8c007c0e-c11c-4636-836d-0326a94f60c8\" target=\"_blank\" rel=\"noopener\">NSA and classification system<\/a><\/li>\n<\/ul>\n<\/li>\n<li><a href=\"https:\/\/complex-systems-ai.com\/en\/immune-algorithm\/dendritic-cell-algorithm\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"Dendritic Cell Algorithm (opens in a new tab)\">Dendritic cell algorithm<\/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-4974\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"button\" aria-controls=\"elementor-tab-content-4974\" 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-4974\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"region\" aria-labelledby=\"elementor-tab-title-4974\">Back and forth 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-50d531a9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"50d531a9\" 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-4feff20\" data-id=\"4feff20\" 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-1b2307ea elementor-widget elementor-widget-text-editor\" data-id=\"1b2307ea\" 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\/immune-algorithm\/#Algorithme-immunitaire\" >Immune algorithm<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Algorithme-immunitaire\"><\/span>Immune algorithm<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><\/p>\n<p><\/p>\n<p class=\"has-text-align-justify\">A simplified description of the immune system or immune algorithm is a system of organs designed to protect the host organism against threats made to it against pathogens and toxic substances. Pathogens encompass a range of microorganisms such as bacteria, viruses, parasites and pollen. The traditional perspective regarding the role of the immune system is divided into two main tasks: detection and elimination of pathogens. This behavior is generally referred to as the differentiation of self (molecules and cells that belong to host organisms) from potentially dangerous non-self. More recent perspectives on the role of the system include a maintenance system and a cognitive system.<\/p>\n<p><\/p>\n<p><\/p>\n<p class=\"has-text-align-justify\">The architecture of the immune system is such that a series of defensive layers protect the host. Once a pathogen enters the host, it must fight the innate and acquired immune system. These interrelated immunological subsystems are made up of many types of cells and molecules produced by specialized organs and processes to solve the problem of oneself at the lowest level using chemical bonding, where the surfaces of cells and molecules interact with the surfaces of the pathogen.<\/p>\n<p><\/p>\n<p><\/p>\n<p class=\"has-text-align-justify\">The adaptive immune system, also known as the acquired immune system, is so named because it is responsible for specializing a defense for the host organism based on the specific pathogen to which it is exposed. Unlike the innate immune system, the acquired immune system is only present in vertebrates (animals with a backbone). The system keeps a memory of the exposures it has encountered. This memory is recalled during a reinfection presenting a learned identification of the pathogen. This learning process can be divided into two types of response. The first or primary response occurs when the system encounters a new pathogen. The system is slow to respond, which can take several weeks to clear the infection.<\/p>\n<p><\/p>\n<p><\/p>\n<p class=\"has-text-align-justify\">Upon encountering the same pathogen again, the system exhibits a secondary response, applying what has been learned in the primary response and rapidly clearing the infection. The memory that the system acquires in the primary response is usually long lasting, providing pathogenic immunity for the lifetime of the host, two common examples of which are chickenpox and measles. White blood cells called lymphocytes (or leukocytes) are the most important cell in the acquired immune system. Lymphocytes participate in both the identification and elimination of pathogens and circulate in the body of the host organism in the blood and lymph (the fluid that permeates the tissues).<\/p>\n<p><\/p>\n<p><\/p>\n<p class=\"has-text-align-justify\">Modern artificial immune systems draw inspiration from one of three subdomains: clonal selection, negative selection, and immune network algorithms. The techniques are commonly used for clustering, pattern recognition, classification, optimization, and other similar machine learning problem areas.<\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter wp-image-10130 size-full\" src=\"https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2020\/09\/negativeselection.png\" alt=\"immune algorithm\" width=\"737\" height=\"386\" title=\"\" srcset=\"https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2020\/09\/negativeselection.png 737w, https:\/\/complex-systems-ai.com\/wp-content\/uploads\/2020\/09\/negativeselection-300x157.png 300w\" sizes=\"(max-width: 737px) 100vw, 737px\" \/><\/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 Homepage Wiki I. Clonal Selection Algorithm (Immune Algorithm) Clonal Selection Algorithm B Cell Algorithm Targeted Immune System Algorithm \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-7150","page","type-page","status-publish","hentry"],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/pages\/7150","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=7150"}],"version-history":[{"count":25,"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/pages\/7150\/revisions"}],"predecessor-version":[{"id":20676,"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/pages\/7150\/revisions\/20676"}],"wp:attachment":[{"href":"https:\/\/complex-systems-ai.com\/en\/wp-json\/wp\/v2\/media?parent=7150"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}