{"id":6263,"date":"2025-02-26T05:27:00","date_gmt":"2025-02-25T20:27:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6263"},"modified":"2025-02-26T05:27:00","modified_gmt":"2025-02-25T20:27:00","slug":"a-survey-on-data-centric-ai-tabular-learning-from-reinforcement-learning-and-generative-ai-perspective","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6263","title":{"rendered":"A Survey on Data-Centric AI: Tabular Learning from Reinforcement Learning and Generative AI Perspective\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>A Survey on Data-Centric AI: Tabular Learning from Reinforcement Learning and Generative AI Perspective&nbsp;<\/strong>[23.3]<br>\u30bf\u30d6\u30e9\u30eb\u30c7\u30fc\u30bf(Tabular data)\u306f\u3001\u30d0\u30a4\u30aa\u30a4\u30f3\u30d5\u30a9\u30de\u30c6\u30a3\u30af\u30b9\u3001\u533b\u7642\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u9818\u57df\u3067\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306e1\u3064\u3067\u3042\u308b\u3002 \u672c\u8abf\u67fb\u3067\u306f,\u30c7\u30fc\u30bf\u7a7a\u9593\u3092\u7cbe\u88fd\u3059\u308b\u305f\u3081\u306e\u57fa\u672c\u6280\u8853\u3068\u3057\u3066,\u5f37\u5316\u5b66\u7fd2(RL)\u3068\u7279\u5fb4\u9078\u629e\u3068\u7279\u5fb4\u751f\u6210\u306e\u305f\u3081\u306e\u751f\u6210\u7684\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3064\u3044\u3066\u691c\u8a0e\u3059\u308b\u3002 \u6211\u3005\u306f,\u65e2\u5b58\u306e\u8ab2\u984c\u3092\u8981\u7d04\u3057,\u4eca\u5f8c\u306e\u7814\u7a76\u306e\u65b9\u5411\u6027\u306b\u3064\u3044\u3066\u8ad6\u3058,\u3053\u306e\u5206\u91ce\u306e\u7d99\u7d9a\u7684\u306a\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u4fc3\u9032\u3059\u308b\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2502.08828v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2502.08828v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Wed, 12 Feb 2025 22:34:50 GMT)<\/li>\n\n\n\n<li>\u300cTabular data-centric AI is evolving with RL-based optimization and generative modeling playing a key role in feature engineering.\u300d\u3068\u306e\u3053\u3068\u3002\u73fe\u72b6\u3067\u3082\u91cd\u8981\u6027\u304c\u4e0b\u304c\u3063\u3066\u3044\u306a\u3044\u30c6\u30fc\u30d6\u30eb\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066RL\u7cfb\u306e\u6700\u9069\u5316\u3084\u751f\u6210AI\u6d3b\u7528\u306a\u3069\u3092\u30b5\u30fc\u30d9\u30a4\u3057\u305f\u8ad6\u6587\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4e0d\u5747\u8861\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u30b5\u30fc\u30d9\u30a4\u3082\u51fa\u3066\u3044\u305f\u3002\u3053\u3061\u3089\u3082\u904e\u53bb\u304b\u3089\u91cd\u8981\u306a\u8996\u70b9\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>A Comprehensive Survey on Imbalanced Data Learning\u00a0<\/strong>[45.3]<br>\u4e0d\u5747\u8861\u306a\u30c7\u30fc\u30bf\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u751f\u30c7\u30fc\u30bf\u306b\u5e83\u307e\u3063\u3066\u304a\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u59a8\u3052\u308b\u3002 \u672c\u8abf\u67fb\u306f,\u69d8\u3005\u306a\u5b9f\u4e16\u754c\u306e\u30c7\u30fc\u30bf\u5f62\u5f0f\u3092\u4f53\u7cfb\u7684\u306b\u5206\u6790\u3059\u308b\u3002 \u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306b\u95a2\u3059\u308b\u65e2\u5b58\u306e\u7814\u7a76\u306f\u3001\u30c7\u30fc\u30bf\u518d\u30d0\u30e9\u30f3\u30b9\u3001\u7279\u5fb4\u8868\u73fe\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6226\u7565\u3001\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u5b66\u7fd2\u306e4\u3064\u306e\u30ab\u30c6\u30b4\u30ea\u306b\u307e\u3068\u3081\u3089\u308c\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2502.08960v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2502.08960v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 13 Feb 2025 04:53:17 GMT)<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u4e0d\u5747\u8861\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u30b5\u30fc\u30d9\u30a4\u3082\u51fa\u3066\u3044\u305f\u3002\u3053\u3061\u3089\u3082\u904e\u53bb\u304b\u3089\u91cd\u8981\u306a\u8996\u70b9\u3002<\/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":[99,387,498,576],"class_list":["post-6263","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-data-centric-ai","tag-survey","tag-498","tag-576"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6263","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=6263"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6263\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6263"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6263"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6263"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}