{"id":4494,"date":"2024-03-08T05:35:00","date_gmt":"2024-03-07T20:35:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4494"},"modified":"2024-03-08T05:35:00","modified_gmt":"2024-03-07T20:35:00","slug":"spurious-correlations-in-machine-learning-a-survey","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4494","title":{"rendered":"Spurious Correlations in Machine Learning: A Survey"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Spurious Correlations in Machine Learning: A Survey\u00a0<\/strong>[69.9]<br>\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u5165\u529b\u306e\u504f\u308a\u306e\u3042\u308b\u7279\u5fb4\u3068\u5bfe\u5fdc\u3059\u308b\u30e9\u30d9\u30eb\u306e\u9593\u306e\u6025\u6fc0\u306a\u76f8\u95a2\u306b\u654f\u611f\u3067\u3042\u308b\u3002 \u3053\u308c\u3089\u306e\u7279\u5fb4\u3068\u305d\u306e\u30e9\u30d9\u30eb\u3068\u306e\u76f8\u95a2\u306f&#8221;spurious&#8221;\u3068\u3057\u3066\u77e5\u3089\u308c\u3066\u3044\u308b\u3002 \u6211\u3005\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u7d20\u65e9\u3044\u76f8\u95a2\u306b\u5bfe\u51e6\u3059\u308b\u73fe\u5728\u306e\u6700\u5148\u7aef\u306e\u624b\u6cd5\u306e\u5206\u985e\u3068\u3068\u3082\u306b\u3001\u3053\u306e\u554f\u984c\u3092\u5305\u62ec\u7684\u306b\u30ec\u30d3\u30e5\u30fc\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2402.12715v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2402.12715v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 20 Feb 2024 04:49:34 GMT)<\/li>\n\n\n\n<li>\u982d\u306e\u75db\u3044\u554f\u984c\u3092\u5f15\u304d\u8d77\u3053\u3059\u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3051\u308b\u7591\u4f3c\u76f8\u95a2\u306b\u95a2\u3059\u308b\u30b5\u30fc\u30d9\u30a4\u3001\u300cWhen the correlations captured during training no longer hold in the test data, the performance of ML models tends to deteriorate, resulting in robustness issues and negative social impact in critical domains, such as healthcare.\u300d\u306f\u305d\u306e\u901a\u308a\u3002<\/li>\n\n\n\n<li>\u5bfe\u51e6\u6cd5\u3082\u53c2\u8003\u306b\u306a\u308b\u304cdetection\u3092\u3069\u3046\u306b\u304b\u3057\u305f\u3044\u3068\u3053\u308d\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[374,387],"class_list":["post-4494","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-spurious-correlation","tag-survey"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4494","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4494"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4494\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4494"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4494"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4494"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}