{"id":3728,"date":"2023-09-06T06:24:00","date_gmt":"2023-09-05T21:24:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=3728"},"modified":"2023-09-06T06:24:00","modified_gmt":"2023-09-05T21:24:00","slug":"a-survey-for-federated-learning-evaluations-goals-and-measures","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=3728","title":{"rendered":"A Survey for Federated Learning Evaluations: Goals and Measures"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>A Survey for Federated Learning Evaluations: Goals and Measures&nbsp;<\/strong>[26.1]<br>\u30d5\u30a7\u30c7\u30ec\u30fc\u30c8\u30e9\u30fc\u30cb\u30f3\u30b0(Federated Learning, FL)\u306f\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u4fdd\u8b77\u6a5f\u68b0\u5b66\u7fd2\u306e\u305f\u3081\u306e\u65b0\u3057\u3044\u30d1\u30e9\u30c0\u30a4\u30e0\u3067\u3042\u308b\u3002 FL\u306e\u8a55\u4fa1\u306f\u3001\u305d\u306e\u5b66\u969b\u7684\u306a\u6027\u8cea\u3068\u3001\u5b9f\u7528\u6027\u3001\u52b9\u7387\u6027\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u3044\u3063\u305f\u69d8\u3005\u306a\u76ee\u6a19\u306e\u305f\u3081\u306b\u96e3\u3057\u3044\u3002 \u6211\u3005\u306fFL\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u6a19\u6e96\u5316\u3055\u308c\u305f\u7dcf\u5408\u7684\u306a\u8a55\u4fa1\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u4f9b\u3059\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3042\u308bFedEval\u3092\u7d39\u4ecb\u3057\u305f\u3002&nbsp;<br><a href=\"http:\/\/arxiv.org\/abs\/2308.11841v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2308.11841v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Wed, 23 Aug 2023 00:17:51 GMT)<\/li>\n\n\n\n<li>Federated Learning \u306e\u8a55\u4fa1\u6307\u6a19\u306b\u95a2\u3059\u308b\u30b5\u30fc\u30d9\u30a4\u304a\u3088\u3073\u7dcf\u5408\u7684\u306a\u8a55\u4fa1\u30b7\u30b9\u30c6\u30e0\u306b\u95a2\u3059\u308b\u8ad6\u6587\u3002\u524d\u534a\u306fFL\u306e\u5178\u578b\u7684\u306a\u76ee\u6a19\u3068\u305d\u306e\u8a55\u4fa1\u6307\u6a19\u306b\u3064\u3044\u3066\u307e\u3068\u3081\u3089\u308c\u3066\u304a\u308a\u3001\u5f8c\u534a\u3067\u8457\u8005\u304c\u958b\u767a\u3057\u305fFedEval\u304c\u7d39\u4ecb\u3055\u308c\u3066\u3044\u308b\u3002FedEval\u306f<a href=\"https:\/\/arxiv.org\/abs\/2011.09655\">KDD2022\u306eFedEval: A Holistic Evaluation Framework for Federated Learning<\/a>\u3067\u767a\u8868\u3055\u308c\u3066\u3044\u308b\u3088\u3046\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/Di-Chai\/FedEval\">https:\/\/github.com\/Di-Chai\/FedEval<\/a><\/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":[145,387],"class_list":["post-3728","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-federated-learning","tag-survey"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3728","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=3728"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/3728\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3728"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3728"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3728"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}