{"id":215,"date":"2015-08-31T08:36:51","date_gmt":"2015-08-31T08:36:51","guid":{"rendered":"http:\/\/www.quentinhuys.com\/tcpw\/?p=215"},"modified":"2015-08-31T08:37:16","modified_gmt":"2015-08-31T08:37:16","slug":"deep-nets-for-schizophrenia-rs-fmri-classification","status":"publish","type":"post","link":"https:\/\/www.quentinhuys.com\/tcpw\/interesting-reads\/deep-nets-for-schizophrenia-rs-fmri-classification\/","title":{"rendered":"Deep nets for schizophrenia rs-fMRI classification"},"content":{"rendered":"<div class=\"page\" title=\"Page 1\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>A new paper in Neuroimage applies deep neural nets to the classification of schizophrenia vs controls from resting state fMRI data. It outperforms other approaches and also extracts some interesting hierarchical features. The paper discusses pre-training and sparsity control in some detail.<\/p>\n<p><a href=\"http:\/\/dx.doi.org\/10.1016\/j.neuroimage.2015.05.018\" target=\"_blank\">Deep neural network with weight sparsity control and pre-training extracts hierarchical features and enhances classification performance patterns of schizophrenia<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>A new paper in Neuroimage applies deep neural nets to the classification of schizophrenia vs controls from resting state fMRI data. It outperforms other approaches and also extracts some interesting hierarchical features. The paper discusses pre-training and sparsity control in<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0},"categories":[8],"tags":[],"_links":{"self":[{"href":"https:\/\/www.quentinhuys.com\/tcpw\/wp-json\/wp\/v2\/posts\/215"}],"collection":[{"href":"https:\/\/www.quentinhuys.com\/tcpw\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.quentinhuys.com\/tcpw\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.quentinhuys.com\/tcpw\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.quentinhuys.com\/tcpw\/wp-json\/wp\/v2\/comments?post=215"}],"version-history":[{"count":2,"href":"https:\/\/www.quentinhuys.com\/tcpw\/wp-json\/wp\/v2\/posts\/215\/revisions"}],"predecessor-version":[{"id":217,"href":"https:\/\/www.quentinhuys.com\/tcpw\/wp-json\/wp\/v2\/posts\/215\/revisions\/217"}],"wp:attachment":[{"href":"https:\/\/www.quentinhuys.com\/tcpw\/wp-json\/wp\/v2\/media?parent=215"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.quentinhuys.com\/tcpw\/wp-json\/wp\/v2\/categories?post=215"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.quentinhuys.com\/tcpw\/wp-json\/wp\/v2\/tags?post=215"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}