{"id":906,"date":"2025-07-26T20:52:32","date_gmt":"2025-07-26T20:52:32","guid":{"rendered":"https:\/\/ccds.ai\/?p=906"},"modified":"2025-08-10T18:15:31","modified_gmt":"2025-08-10T18:15:31","slug":"markov-random-field","status":"publish","type":"post","link":"https:\/\/ccds.ai\/?p=906","title":{"rendered":"Markov Random Field"},"content":{"rendered":"\n<p><strong>Outline<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Real-life Applications<\/li>\n\n\n\n<li>Markov RandomField\n<ul class=\"wp-block-list\">\n<li>Atoyexample to explain MRF<\/li>\n\n\n\n<li>Conditional Independence<\/li>\n\n\n\n<li>Factorization: Pairwise<\/li>\n\n\n\n<li>Clique Factorization<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Inference in MRF\n<ul class=\"wp-block-list\">\n<li>Belief Propagation : Sum-Product Algorithm<\/li>\n\n\n\n<li>LoopyBP<\/li>\n\n\n\n<li>Linearized BP<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u2026(<a href=\"https:\/\/drive.google.com\/file\/d\/1Ol1WZcH9m3IFGRNHkFv8mr4qtnKY8_Zz\/preview\" target=\"_blank\" rel=\"noopener\">View Slides<\/a>)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Outline \u2026(View Slides)<\/p>\n","protected":false},"author":2,"featured_media":907,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[14],"tags":[],"class_list":["post-906","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"jetpack_featured_media_url":"https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/Screenshot-2025-07-27-025113.png","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/posts\/906","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/ccds.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=906"}],"version-history":[{"count":2,"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/posts\/906\/revisions"}],"predecessor-version":[{"id":910,"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/posts\/906\/revisions\/910"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/media\/907"}],"wp:attachment":[{"href":"https:\/\/ccds.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=906"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ccds.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=906"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ccds.ai\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=906"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}