{"id":304,"date":"2021-06-23T05:30:00","date_gmt":"2021-06-22T20:30:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=304"},"modified":"2021-06-23T05:30:00","modified_gmt":"2021-06-22T20:30:00","slug":"regularization-is-all-you-need","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=304","title":{"rendered":"Regularization is all you Need"},"content":{"rendered":"\n<ul class=\"wp-block-list\"><li><strong>Regularization is all you Need: Simple Neural Nets can Excel on Tabular Data\u00a0<\/strong>[36.1]<br>\u30bf\u30d6\u30e9\u30eb\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u305f\u3081\u306e\u6700\u5f8c\u306e&#8221;\u672a\u5b8c\u6210\u306e\u57ce&#8221;\u3067\u3042\u308b\u3002 Gradient Boosted Decision Trees\u306e\u3088\u3046\u306a\u5f93\u6765\u306eML\u30e1\u30bd\u30c3\u30c9\u306f\u3001\u6700\u8fd1\u306e\u7279\u6b8a\u306a\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u5bfe\u3057\u3066\u3055\u3048\u3001\u5f37\u304f\u6a5f\u80fd\u3057\u3066\u3044\u308b\u3002 13\u306e\u6b63\u5247\u5316\u624b\u6cd5\u306e\u6700\u9069\u7d44\u307f\u5408\u308f\u305b\/\u30ab\u30af\u30c6\u30eb\u3092\u63a2\u7d22\u3057,\u5e73\u9762\u591a\u5c64\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3(MLP)\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u6b63\u5247\u5316\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2106.11189v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2106.11189v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 21 Jun 2021 15:27:43 GMT)<ul><li>(i)\u9ad8\u5ea6\u306b\u6b63\u5247\u5316\u3055\u308c\u305f\u30d7\u30ec\u30fc\u30f3\u306aMLP\u304c\u6700\u8fd1\u306e\u6700\u5148\u7aef\u306e\u5c02\u9580\u7684\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u8457\u3057\u304f\u4e0a\u56de\u308a,(ii)XGBoost\u306e\u3088\u3046\u306a\u5f37\u529b\u306aML\u624b\u6cd5\u3088\u308a\u3082\u512a\u308c\u3066\u3044\u308b\u3068\u306e\u5831\u544a\u3002<\/li><li>\uff08balanced accuracy\u3060\u304b\u3089\u304b\uff1f\uff09\u8868\u306e\u4e2d\u306b\u51fa\u3066\u304f\u308b\u30b9\u30b3\u30a2\u306b\u4f4e\u3059\u304e\u308b\u3063\u307d\u3044\u3082\u306e\u3082\u3042\u308a\u8981\u7cbe\u67fb\u306a\u5370\u8c61\u3002<\/li><\/ul><\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Regularization is all you Need: Simple Neural Nets can Excel on Tabular Data\u00a0[36.1]\u30bf\u30d6\u30e9\u30eb\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u305f\u3081\u306e\u6700\u5f8c &hellip; <a href=\"https:\/\/devneko.jp\/wordpress\/?p=304\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;Regularization is all you Need&#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":[498,605],"class_list":["post-304","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-498","tag-605"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/304","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=304"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/304\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=304"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=304"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=304"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}