{"id":193005,"date":"2024-07-15T19:24:52","date_gmt":"2024-07-16T00:24:52","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2024\/07\/early-predictor-for-the-onset-of-critical-transitions-in-networked-dynamical-systems"},"modified":"2024-07-15T19:24:52","modified_gmt":"2024-07-16T00:24:52","slug":"early-predictor-for-the-onset-of-critical-transitions-in-networked-dynamical-systems","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2024\/07\/early-predictor-for-the-onset-of-critical-transitions-in-networked-dynamical-systems","title":{"rendered":"Early Predictor for the Onset of Critical Transitions in Networked Dynamical Systems"},"content":{"rendered":"<p><a class=\"blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/early-predictor-for-the-onset-of-critical-transitions-in-networked-dynamical-systems2.jpg\"><\/a><\/p>\n<p>A machine-learning framework predicts when a complex system, such as an ecosystem or a power grid, will undergo a critical transition.<\/p>\n<p>The world is full of sudden changes that can be hard to forecast ahead of time.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>A machine-learning framework predicts when a complex system, such as an ecosystem or a power grid, will undergo a critical transition. The world is full of sudden changes that can be hard to forecast ahead of time.<\/p>\n","protected":false},"author":709,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-193005","post","type-post","status-publish","format-standard","hentry","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/193005","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/users\/709"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=193005"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/193005\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=193005"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=193005"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=193005"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}