{"id":375,"date":"2023-04-07T15:42:39","date_gmt":"2023-04-07T06:42:39","guid":{"rendered":"https:\/\/wps.itc.kansai-u.ac.jp\/s-yos\/?page_id=375"},"modified":"2023-11-16T20:34:33","modified_gmt":"2023-11-16T11:34:33","slug":"machine_learning","status":"publish","type":"page","link":"https:\/\/wps.itc.kansai-u.ac.jp\/s-yos\/machine_learning\/","title":{"rendered":"\u6a5f\u68b0\u5b66\u7fd2"},"content":{"rendered":"\n<div class=\"wp-block-cover alignfull is-light\" style=\"min-height:190px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1280\" class=\"wp-block-cover__image-background wp-image-29\" alt=\"\" src=\"https:\/\/wps.itc.kansai-u.ac.jp\/s-yos\/wp-content\/uploads\/sites\/280\/2023\/03\/26023726_m.jpg\" data-object-fit=\"cover\" srcset=\"https:\/\/wps.itc.kansai-u.ac.jp\/s-yos\/wp-content\/uploads\/sites\/280\/2023\/03\/26023726_m.jpg 1920w, https:\/\/wps.itc.kansai-u.ac.jp\/s-yos\/wp-content\/uploads\/sites\/280\/2023\/03\/26023726_m-300x200.jpg 300w, https:\/\/wps.itc.kansai-u.ac.jp\/s-yos\/wp-content\/uploads\/sites\/280\/2023\/03\/26023726_m-1024x683.jpg 1024w, https:\/\/wps.itc.kansai-u.ac.jp\/s-yos\/wp-content\/uploads\/sites\/280\/2023\/03\/26023726_m-768x512.jpg 768w, https:\/\/wps.itc.kansai-u.ac.jp\/s-yos\/wp-content\/uploads\/sites\/280\/2023\/03\/26023726_m-1536x1024.jpg 1536w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<p class=\"has-text-align-center has-white-color has-text-color\">\u7814\u7a76\u30c6\u30fc\u30de<\/p>\n\n\n\n<div class=\"wp-block-group is-content-justification-center is-nowrap is-layout-flex wp-container-core-group-is-layout-23441af8 wp-block-group-is-layout-flex\">\n<p class=\"has-text-align-center has-white-color has-text-color has-large-font-size\">\u6a5f\u68b0\u5b66\u7fd2\u3000Machine Learning<\/p>\n<\/div>\n<\/div><\/div>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u30e9\u30d9\u30eb\u304c\u8aa4\u3063\u305f\u6559\u5e2b\u30c7\u30fc\u30bf\u3092\u7528\u3044\u305f\u6df1\u5c64\u5b66\u7fd2<\/h2>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08DNN\uff09\u304c\u9ad8\u3044\u6027\u80fd\u3092\u767a\u63ee\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u5927\u91cf\u306e\u6b63\u78ba\u306a\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u73fe\u5b9f\u7684\u306b\u306f\u3001\u6b63\u78ba\u306a\u30e9\u30d9\u30eb\u4ed8\u3051\u304c\u56f0\u96e3\u3067\u3001\u30ce\u30a4\u30ba\u306e\u3042\u308b\u30e9\u30d9\u30eb\uff08\u30ce\u30a4\u30b8\u30fc\u30e9\u30d9\u30eb\uff09\u304c\u542b\u307e\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002DNN\u3092\u30ce\u30a4\u30b8\u30fc\u30e9\u30d9\u30eb\u3092\u542b\u3080\u30c7\u30fc\u30bf\u3067\u5b66\u7fd2\u3055\u305b\u308b\u3068\u3001\u6027\u80fd\u304c\u5927\u5e45\u306b\u4f4e\u4e0b\u3057\u307e\u3059\u3002\u305d\u3053\u3067\u3001\u672c\u7814\u7a76\u3067\u306f\u3001\u30ce\u30a4\u30b8\u30fc\u30e9\u30d9\u30eb\u3092\u542b\u3080\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u3082DNN\u306e\u9ad8\u3044\u6027\u80fd\u304c\u767a\u63ee\u3067\u304d\u308b\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u958b\u767a\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002<br><br>\u73fe\u5728\u306e\u4e3b\u6d41\u306a\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u30a6\u30a9\u30fc\u30e0\u30a2\u30c3\u30d7\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u5206\u5272\u3001\u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306e3\u6bb5\u968e\u306b\u5206\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u30a6\u30a9\u30fc\u30e0\u30a2\u30c3\u30d7\u6bb5\u968e\u3067\u306f\u3001\u30ce\u30a4\u30b8\u30fc\u30c7\u30fc\u30bf\uff08\u30ce\u30a4\u30b8\u30fc\u30e9\u30d9\u30eb\u3092\u6301\u3064\u30c7\u30fc\u30bf\uff09\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u66f4\u65b0\u3092\u6291\u5236\u3057\u3001\u30af\u30ea\u30fc\u30f3\u30c7\u30fc\u30bf\uff08\u6b63\u78ba\u306a\u30e9\u30d9\u30eb\u3092\u6301\u3064\u30c7\u30fc\u30bf\uff09\u306e\u307f\u3067\u5b66\u7fd2\u304c\u9032\u3081\u3089\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u5206\u5272\u6bb5\u968e\u3067\u30ce\u30a4\u30ba\u306e\u591a\u3044\u30c7\u30fc\u30bf\u3092\u52b9\u679c\u7684\u306b\u9664\u53bb\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u6700\u5f8c\u306b\u3001\u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u6bb5\u968e\u3067\u306f\u3001\u30ce\u30a4\u30b8\u30fc\u30c7\u30fc\u30bf\u306e\u30e9\u30d9\u30eb\u3092\u7834\u68c4\u3057\u3001DNN\u306e\u51fa\u529b\u304b\u3089\u65b0\u3057\u3044\u30e9\u30d9\u30eb\u3092\u751f\u6210\u3057\u3066\u4ed8\u4e0e\u3059\u308b\u3053\u3068\u3067\u3001\u5206\u5272\u5f8c\u306e\u5c11\u91cf\u306e\u30af\u30ea\u30fc\u30f3\u30c7\u30fc\u30bf\u3060\u3051\u3092\u4f7f\u3063\u305f\u5834\u5408\u3088\u308a\u3082\u9ad8\u3044\u6027\u80fd\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001DNN\u306f\u30ce\u30a4\u30b8\u30fc\u30e9\u30d9\u30eb\u3092\u542b\u3080\u30c7\u30fc\u30bf\u3067\u3082\u52b9\u679c\u7684\u306b\u5b66\u7fd2\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"305\" src=\"https:\/\/wps.itc.kansai-u.ac.jp\/s-yos\/wp-content\/uploads\/sites\/280\/2023\/10\/figure_hp-1024x305.png\" alt=\"\" class=\"wp-image-618\" srcset=\"https:\/\/wps.itc.kansai-u.ac.jp\/s-yos\/wp-content\/uploads\/sites\/280\/2023\/10\/figure_hp-1024x305.png 1024w, https:\/\/wps.itc.kansai-u.ac.jp\/s-yos\/wp-content\/uploads\/sites\/280\/2023\/10\/figure_hp-300x89.png 300w, https:\/\/wps.itc.kansai-u.ac.jp\/s-yos\/wp-content\/uploads\/sites\/280\/2023\/10\/figure_hp-768x229.png 768w, https:\/\/wps.itc.kansai-u.ac.jp\/s-yos\/wp-content\/uploads\/sites\/280\/2023\/10\/figure_hp-1536x457.png 1536w, https:\/\/wps.itc.kansai-u.ac.jp\/s-yos\/wp-content\/uploads\/sites\/280\/2023\/10\/figure_hp-2048x610.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6771\u672c\u3000\u826f\u592a\uff0c\u5409\u7530\u3000\u58ee\uff0c\u68df\u5b89\u3000\u5b9f\u6cbb\uff1a\u5b66\u7fd2\u521d\u671f\u306e\u6b63\u5247\u5316\u3068\u52a0\u91cd\u640d\u5931\u3092\u7528\u3044\u305f\u30e9\u30d9\u30eb\u30ce\u30a4\u30ba\u306b\u9811\u5065\u306a\u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\uff0c<a href=\"https:\/\/www.ieice.org\/publications\/ken\/summary.php?contribution_id=120556&amp;society_cd=ESSNLS&amp;ken_id=SIS&amp;year=2022&amp;presen_date=2022-10-14&amp;schedule_id=7679&amp;lang=jp&amp;expandable=0\">SIS2022-16<\/a>\uff0cpp.27-32 (2022\u5e7410\u6708)<\/li>\n\n\n\n<li>H. Takeda, S. Yoshida\uff0cand M. Muneyasu: Training Robust Deep Neural Networks on Noisy Labels Using Adaptive Sample Selection with Disagreement, IEEE Access, vol. 9, pp. 141131-141143, Oct. 13, 2021&nbsp;<strong>DOI:&nbsp;<\/strong><a rel=\"noreferrer noopener\" href=\"https:\/\/doi.org\/10.1109\/ACCESS.2021.3119582\" target=\"_blank\">10.1109\/ACCESS.2021.3119582<\/a><\/li>\n<\/ul>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u30c9\u30e1\u30a4\u30f3\u9069\u5fdc<\/h2>\n\n\n\n<p>DNN\u306f\u3001\u753b\u50cf\u5206\u985e\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u9ad8\u3044\u6027\u80fd\u3092\u767a\u63ee\u3057\u3066\u3044\u307e\u3059\u3002DNN\u306e\u554f\u984c\u70b9\u3068\u3057\u3066\u3001\u5b66\u7fd2\u306b\u7528\u3044\u305f\u753b\u50cf\u3068\u7570\u306a\u308b\u30c9\u30e1\u30a4\u30f3\u306e\u753b\u50cf\u3092\u3046\u307e\u304f\u5206\u985e\u3067\u304d\u306a\u3044\u3053\u3068\u304c\u6319\u3052\u3089\u308c\u307e\u3059(\u4f8b:\u624b\u66f8\u304d\u306e\u7d75\u3092\u7528\u3044\u3066\u5b66\u7fd2\u3057\u3001\u5b9f\u5199\u306e\u753b\u50cf\u3092\u5206\u985e\u3059\u308b)\u3002\u3053\u306e\u554f\u984c\u3092\u89e3\u6d88\u3059\u308b\u305f\u3081\u3001\u30c9\u30e1\u30a4\u30f3\u9069\u5fdc\uff08Domain 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style=\"height:22px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/wps.itc.kansai-u.ac.jp\/s-yos\/wp-content\/uploads\/sites\/280\/2023\/05\/HP_Domain_Adaptation-1024x266.png\" alt=\"\" class=\"wp-image-560\" style=\"width:768px;height:200px\" width=\"768\" height=\"200\" srcset=\"https:\/\/wps.itc.kansai-u.ac.jp\/s-yos\/wp-content\/uploads\/sites\/280\/2023\/05\/HP_Domain_Adaptation-1024x266.png 1024w, https:\/\/wps.itc.kansai-u.ac.jp\/s-yos\/wp-content\/uploads\/sites\/280\/2023\/05\/HP_Domain_Adaptation-300x78.png 300w, https:\/\/wps.itc.kansai-u.ac.jp\/s-yos\/wp-content\/uploads\/sites\/280\/2023\/05\/HP_Domain_Adaptation-768x200.png 768w, https:\/\/wps.itc.kansai-u.ac.jp\/s-yos\/wp-content\/uploads\/sites\/280\/2023\/05\/HP_Domain_Adaptation.png 1278w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><figcaption 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