{"id":1490,"date":"2022-02-15T04:00:00","date_gmt":"2022-02-14T19:00:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=1490"},"modified":"2022-02-15T04:00:00","modified_gmt":"2022-02-14T19:00:00","slug":"lntlocal-neural-transformations-%e6%99%82%e7%b3%bb%e5%88%97%e3%83%87%e3%83%bc%e3%82%bf%e3%81%8b%e3%82%89%e3%81%ae%e7%95%b0%e5%b8%b8%e6%a4%9c%e7%9f%a5","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=1490","title":{"rendered":"LNT(Local Neural Transformations) : \u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u304b\u3089\u306e\u7570\u5e38\u691c\u77e5"},"content":{"rendered":"\n<ul class=\"wp-block-list\"><li><strong>Detecting Anomalies within Time Series using Local Neural Transformations\u00a0<\/strong>[30.7]<br>\u5c40\u6240\u30cb\u30e5\u30fc\u30e9\u30eb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30e1\u30fc\u30b7\u30e7\u30f3(Local Neural Transformations, LNT)\u306f\u3001\u30c7\u30fc\u30bf\u304b\u3089\u6642\u7cfb\u5217\u306e\u5c40\u6240\u5909\u63db\u3092\u5b66\u3076\u65b9\u6cd5\u3067\u3042\u308b\u3002 LNT\u306f\u5404\u30bf\u30a4\u30e0\u30b9\u30c6\u30c3\u30d7\u6bce\u306b\u7570\u5e38\u30b9\u30b3\u30a2\u3092\u751f\u6210\u3057\u3001\u3057\u305f\u304c\u3063\u3066\u6642\u7cfb\u5217\u5185\u306e\u7570\u5e38\u3092\u691c\u51fa\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u3002 \u6211\u3005\u306e\u5b9f\u9a13\u306f,LNT\u304cLibriSpeech\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u97f3\u58f0\u30bb\u30b0\u30e1\u30f3\u30c8\u306e\u7570\u5e38\u3092\u898b\u3064\u3051,\u30b5\u30a4\u30d0\u30fc\u7269\u7406\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u5272\u308a\u8fbc\u307f\u3092\u5f93\u6765\u3088\u308a\u3082\u3088\u308a\u6b63\u78ba\u306b\u691c\u51fa\u3067\u304d\u308b\u3053\u3068\u3092\u5b9f\u8a3c\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2202.03944v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2202.03944v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 8 Feb 2022 15:51:31 GMT)<ul><li>self-supervised\u00a0\u3092\u6d3b\u7528\u3057\u3066\u4e00\u5b9a\u671f\u9593\u3054\u3068\u306e\u8868\u73fe\u3092\u5b66\u7fd2\u3001\u6642\u7cfb\u5217\u3067\u306e\u7570\u5e38\u691c\u77e5\u306b\u6d3b\u7528\u3001\u512a\u308c\u305f\u6027\u80fd\u3092\u9054\u6210\u3002<\/li><li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/boschresearch\/local_neural_transformations\">GitHub &#8211; boschresearch\/local_neural_transformations: Companion code for the self-supervised anomaly detection algorithm proposed in the paper &#8220;Detecting Anomalies within Time Series using Local Neural Transformations&#8221; by Tim Schneider et al.<\/a><\/li><\/ul><\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Detecting Anomalies within Time Series using Local Neural Transformations\u00a0[30.7]\u5c40\u6240\u30cb\u30e5\u30fc\u30e9\u30eb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30e1\u30fc\u30b7\u30e7\u30f3(Local Neur &hellip; <a href=\"https:\/\/devneko.jp\/wordpress\/?p=1490\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;LNT(Local Neural Transformations) : \u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u304b\u3089\u306e\u7570\u5e38\u691c\u77e5&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[355,595,617],"class_list":["post-1490","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-self-supervised-learning","tag-595","tag-617"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1490","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=1490"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1490\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1490"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1490"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1490"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}