{"id":22375,"date":"2025-09-09T09:27:00","date_gmt":"2025-09-09T00:27:00","guid":{"rendered":"https:\/\/ctiweb.co.jp\/con\/?p=22375"},"modified":"2025-09-22T19:36:22","modified_gmt":"2025-09-22T10:36:22","slug":"%e3%80%90%e3%82%b9%e3%83%9e%e3%83%bc%e3%83%88%e3%83%95%e3%82%a1%e3%82%af%e3%83%88%e3%83%aa%e3%83%bc%e5%8c%96%e3%80%91%e6%85%b6%e6%87%89%e7%be%a9%e5%a1%be%e5%a4%a7%e5%ad%a6%e3%81%a8toppan%e3%83%9b","status":"publish","type":"post","link":"https:\/\/ctiweb.co.jp\/con\/%e3%80%90%e3%82%b9%e3%83%9e%e3%83%bc%e3%83%88%e3%83%95%e3%82%a1%e3%82%af%e3%83%88%e3%83%aa%e3%83%bc%e5%8c%96%e3%80%91%e6%85%b6%e6%87%89%e7%be%a9%e5%a1%be%e5%a4%a7%e5%ad%a6%e3%81%a8toppan%e3%83%9b\/","title":{"rendered":"\u3010\u30b9\u30de\u30fc\u30c8\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u3011\u6176\u61c9\u7fa9\u587e\u5927\u5b66\u3068TOPPAN\u30db\u30fc\u30eb\u30c7\u30a3\u30f3\u30b0\u30b9\u3001\u91cf\u5b50\u30ab\u30fc\u30cd\u30eb\u6280\u8853\u3067\u8a2d\u5099\u7570\u5e38\u306e\u540c\u6642\u691c\u77e5\u30fb\u5206\u985e\u3092\u5b9f\u73fe"},"content":{"rendered":"\n<p>\u3000<a href=\"https:\/\/www.keio.ac.jp\/ja\/\"><strong><span style=\"color: #0000ff\">\u6176\u61c9\u7fa9\u587e\u5927\u5b66<\/span><\/strong><\/a>\u3068<a href=\"https:\/\/www.holdings.toppan.com\/ja\/\"><strong><span style=\"color: #0000ff\">TOPPAN\u30db\u30fc\u30eb\u30c7\u30a3\u30f3\u30b0\u30b9<\/span><\/strong><\/a>\u306f\u3001\u91cf\u5b50\u30ab\u30fc\u30cd\u30eb<sup>\u203b1<\/sup>\u3092\u6d3b\u7528\u3057\u305f\u7570\u5e38\u691c\u77e5\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u3057\u3001\u5f93\u6765\u306e\u53e4\u5178\u7684\u624b\u6cd5\u3067\u306f\u56f0\u96e3\u3067\u3042\u3063\u305f\u9577\u8ddd\u96e2\u3067\u306e\u9ad8\u7cbe\u5ea6\u7570\u5e38\u691c\u77e5\u3092\u5b9f\u73fe\u3057\u305f\u3002\u3053\u306e\u7814\u7a76\u6210\u679c\u306f\u3001\u91cf\u5b50\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u56fd\u969b\u4f1a\u8b70\u300cQCE25\u300d\u30c6\u30af\u30cb\u30ab\u30eb\u30da\u30fc\u30d1\u30fcQML\u30c8\u30e9\u30c3\u30af\u306b\u63a1\u629e\u3055\u308c\u30012025\u5e749\u67085\u65e5AM 10:30\uff08\u65e5\u672c\u6642\u95939\u67086\u65e5AM 1:30\uff09\u306b\u767a\u8868\u3055\u308c\u305f\u3002<br><br><strong><span style=\"color: #800000\">\u7814\u7a76\u306e\u30dd\u30a4\u30f3\u30c8<\/span><\/strong><br>\u30fb\u9060\u8ddd\u96e2\u3067\u306e\u5b89\u5b9a\u3057\u305f\u9ad8\u7cbe\u5ea6\u691c\u77e5\uff1a\u91cf\u5b50\u30ab\u30fc\u30cd\u30eb\u306b\u3088\u308a\u30013m\u96e2\u308c\u305f\u5730\u70b9\u3067\u308292\uff05\u4ee5\u4e0a\u306e\u9ad8\u3044\u7cbe\u5ea6\u3092\u7dad\u6301\uff08\u5f93\u6765\u624b\u6cd5\u306f38\uff05\u3067\u4f4e\u4e0b\uff09<br>\u30fb\u8907\u6570\u7570\u5e38\u306e\u540c\u6642\u5206\u985e\uff1a\u5358\u4e00\u306e\u975e\u63a5\u89e6\u30bb\u30f3\u30b5\u30fc\uff08\u6307\u5411\u6027\u30de\u30a4\u30af\u30ed\u30d5\u30a9\u30f3\uff09\u3067\u8907\u6570\u306e\u88fd\u9020\u8a2d\u5099\u7570\u5e38\u3092\u691c\u77e5\u30fb\u5206\u985e\u3059\u308b\u3053\u3068\u306b\u6210\u529f<br>\u30fb\u8996\u899a\u7684\u8a3a\u65ad\u6a5f\u80fd\uff1a\u7570\u5e38\u30bf\u30a4\u30d7\u3092\u7570\u5e38\u97f3\u306e\u30c7\u30fc\u30bf\u304c\u30b0\u30e9\u30d5\u4e0a\u306e\u6c7a\u307e\u3063\u305f\u4f4d\u7f6e\u306b\u96c6\u307e\u308b\u3053\u3068\u3092\u767a\u898b\u3002\u4fdd\u5b88\u62c5\u5f53\u8005\u304c\u76f4\u611f\u7684\u306b\u6545\u969c\u7b87\u6240\u3092\u7279\u5b9a\u3067\u304d\u308b\u53ef\u80fd\u6027\u3092\u793a\u5506<br><br><strong><span style=\"color: #800000\">\u7814\u7a76\u80cc\u666f<\/span><\/strong><br>\u3000\u30b9\u30de\u30fc\u30c8\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u5316\u304c\u9032\u3080\u88fd\u9020\u696d\u306b\u304a\u3044\u3066\u3001\u8a2d\u5099\u306e\u7570\u5e38\u691c\u77e5\u306f\u88fd\u9020\u52b9\u7387\u3068\u88fd\u54c1\u54c1\u8cea\u306e\u5411\u4e0a\u306b\u4e0d\u53ef\u6b20\u3002\u3057\u304b\u3057\u3001\u5f93\u6765\u306e\u7570\u5e38\u691c\u77e5\u30b7\u30b9\u30c6\u30e0\u306f\u5404\u8a2d\u5099\u306b\u8907\u6570\u306e\u632f\u52d5\u30bb\u30f3\u30b5\u30fc\u3092\u7269\u7406\u7684\u306b\u53d6\u308a\u4ed8\u3051\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u8a2d\u5099\u6570\u306e\u5897\u52a0\u306b\u6bd4\u4f8b\u3057\u3066\u30bb\u30f3\u30b5\u30fc\u6570\u304c\u6025\u6fc0\u306b\u5897\u5927\u3059\u308b\u3068\u3044\u3046\u8ab2\u984c\u3092\u62b1\u3048\u3066\u3044\u305f\u3002\u307e\u305f\u3001\u30bb\u30f3\u30b5\u30fc\u306e\u914d\u7dda\u5de5\u4e8b\u3084\u96fb\u529b\u4f9b\u7d66\u306e\u30b3\u30b9\u30c8\u304c\u81a8\u5927\u3067\u3001\u5f93\u6765\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u306b\u306f\u6570\u4e07\u70b9\u306e\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u3068\u3044\u3046\u554f\u984c\u3082\u3042\u3063\u305f\u3002\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u3001\u91cf\u5b50\u30ab\u30fc\u30cd\u30eb\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u975e\u63a5\u89e6\u3067\u8907\u6570\u306e\u7570\u5e38\u691c\u77e5\u3092\u53ef\u80fd\u306b\u3067\u304d\u308b\u4eee\u8aac\u3092\u6253\u3061\u7acb\u3066\u307e\u3057\u305f(\u56f31)\u3002<br><br><strong><span style=\"color: #800000\">\u7814\u7a76\u624b\u6cd5<\/span><\/strong><br>\u3000\u7814\u7a76\u3067\u306f\u3001\u56f31\u306e\u6982\u5ff5\u56f3\u306b\u57fa\u3065\u304f\u5b9f\u9a13\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u3001\u307e\u305a\u30b3\u30f3\u30d9\u30a2\u3068\u30c1\u30a7\u30fc\u30f3\u30d9\u30eb\u30c8\u30de\u30b7\u30f3\u3092\u96a3\u540c\u58eb\u306b\u8a2d\u7f6e\u3057\u3001\u4ee5\u4e0b\u306e\u6280\u8853\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u65b0\u3057\u3044\u7570\u5e38\u691c\u77e5\u30b7\u30b9\u30c6\u30e0\u3092\u7d44\u307f\u7acb\u3066\u305f\u3002<br>\uff081\uff09\u6280\u8853\u7684\u30a2\u30d7\u30ed\u30fc\u30c1<br>1.\u97f3\u97ff\u4fe1\u53f7\u306e\u975e\u63a5\u89e6\u53ce\u96c6\uff1a\u6307\u5411\u6027\u30de\u30a4\u30af\u30ed\u30d5\u30a9\u30f3<sup>\u203b2<\/sup>\u3092\u7528\u3044\u3066\u3001\u975e\u63a5\u89e6\u3067\u97f3\u97ff\u4fe1\u53f7\u3092\u53ce\u96c6\u3057\u305f\u3002\u305d\u306e\u6642\u3001\u30b3\u30f3\u30d9\u30a2(CON)\u3068\u30c1\u30a7\u30fc\u30f3\u30d9\u30eb\u30c8\u30de\u30b7\u30f3(CHA)\u304c\u8a2d\u7f6e\u3055\u308c\u3066\u3044\u308b\u4f4d\u7f6e\u3068\u975e\u63a5\u89e6\u30bb\u30f3\u30bf\u30fc\u3068\u306e\u9593\u306e\u8ddd\u96e2\u3092\u5909\u5316\u3055\u305b\u3066\u305d\u306e\u5f71\u97ff\u3092\u8abf\u3079\u305f\u3002<br>2.AR\uff08Auto Regressive\/\u81ea\u5df1\u56de\u5e30\uff09\u30e2\u30c7\u30eb<sup>\u203b3<\/sup>\u306b\u3088\u308b\u7279\u5fb4\u62bd\u51fa\uff1a\u53ce\u96c6\u3057\u305f\u6642\u7cfb\u5217\u97f3\u97ff\u30c7\u30fc\u30bf\u304b\u3089\u4fc2\u6570\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u3001\u7279\u5fb4\u91cf\u306b\u7f6e\u304d\u63db\u3048\u305f\u3002<br>3.\u30ab\u30fc\u30cd\u30eb\u7a7a\u9593\u3092\u7528\u3044\u305f\u5206\u985e\uff1a\u6a5f\u68b0\u306e\u97f3\u304b\u3089\u62bd\u51fa\u3057\u305f\u7279\u5fb4\u30c7\u30fc\u30bf\u3092\u3053\u306e\u7279\u6b8a\u306a\u7a7a\u9593\u306b\u30de\u30c3\u30d4\u30f3\u30b0\uff08\u914d\u7f6e\uff09\u3059\u308b\u3053\u3068\u3067\u3001\u300e\u6b63\u5e38\u306a\u72b6\u614b\u300f\u3068\u300e\u7570\u5e38\u306a\u72b6\u614b\u300f\u3092\u660e\u78ba\u306b\u5206\u96e2\uff081\u30af\u30e9\u30b9 SVM<sup>\u203b4<\/sup>\u5206\u985e\u5668\u3092\u5229\u7528\uff09\u3057\u3001\u8ab0\u306e\u76ee\u306b\u3082\u5206\u304b\u308b\u5f62\u3067\u7570\u5e38\u3092\u5224\u5b9a\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u305f\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"https:\/\/ctiweb.co.jp\/con\/wp-content\/uploads\/2025\/09\/image-45.png\" alt=\"\" class=\"wp-image-22376\" width=\"418\" height=\"271\" srcset=\"https:\/\/ctiweb.co.jp\/con\/wp-content\/uploads\/2025\/09\/image-45.png 770w, https:\/\/ctiweb.co.jp\/con\/wp-content\/uploads\/2025\/09\/image-45-300x194.png 300w, https:\/\/ctiweb.co.jp\/con\/wp-content\/uploads\/2025\/09\/image-45-768x498.png 768w\" sizes=\"(max-width: 418px) 85vw, 418px\" \/><figcaption>\u56f31\u3000\u5f93\u6765\u306eICT\u30d9\u30fc\u30b9\u306e\u30b9\u30de\u30fc\u30c8\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\uff08\u5de6\uff09\u304b\u3089\u91cf\u5b50\u6280\u8853\u3092\u6d3b\u7528\u3057\u305f\u672a\u6765\u306e\u30b9\u30de\u30fc\u30c8\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\uff08\u53f3\uff09\u3078\u306e\u9032\u5316\u3092\u793a\u3059\u6982\u5ff5\u56f3<\/figcaption><\/figure><\/div>\n\n\n<p>\uff082\uff09\u5b9f\u9a13\u7d50\u679c<br>\u3000\u91cf\u5b50\u30ab\u30fc\u30cd\u30eb\u3092\u7528\u3044\u305f\u975e\u63a5\u89e6\u7570\u5e38\u691c\u77e5\u30b7\u30b9\u30c6\u30e0\u304c\u30010\uff5e3m\u306e\u5168\u8ddd\u96e2\u306b\u304a\u3044\u306692\uff05\u4ee5\u4e0a\u306e\u9ad8\u3044\u7cbe\u5ea6\u3092\u7dad\u6301\u3059\u308b\u3053\u3068\u3092\u5b9f\u8a3c\u3057\u305f\u3002\u4e00\u65b9\u3001\u5f93\u6765\u306eRBF\u30ab\u30fc\u30cd\u30eb\u306f2m\u5730\u70b9\u306738\uff05\u307e\u3067\u6027\u80fd\u304c\u5927\u5e45\u306b\u4f4e\u4e0b\u3057\u3001\u7d71\u8a08\u7684\u306b\u6709\u610f\u306a\u5dee\uff08p&lt;0.05\u3001\u52b9\u679c\u91cfCohen's d=1.49\uff09\u304c\u78ba\u8a8d\u3055\u308c\u305f\uff08\u56f32\uff09\u3002\u307e\u305f\u3001\u7279\u5fb4\u7a7a\u9593\u306e\u53ef\u8996\u5316\u306b\u3088\u308a\u3001\u30b3\u30f3\u30d9\u30a2(CON)\u306e\u7570\u5e38\u306f\u7b2c2\u8c61\u9650\u3001\u30c1\u30a7\u30fc\u30f3\u30d9\u30eb\u30c8\u30de\u30b7\u30f3(CHA)\u306e\u7570\u5e38\u306f\u7b2c4\u8c61\u9650\u306b\u660e\u78ba\u306b\u5206\u96e2\u3055\u308c\u3001\u5358\u4e00\u306e\u975e\u63a5\u89e6\u30bb\u30f3\u30b5\u30fc\u3067\u8907\u6570\u8a2d\u5099\u306e\u7570\u5e38\u30bf\u30a4\u30d7\u3092\u540c\u6642\u306b\u5206\u985e\u3067\u304d\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u305f(\u56f33)\u3002\u3053\u306e\u6210\u679c\u306b\u3088\u308a\u3001\u5f93\u6765\u306e\u63a5\u89e6\u578b\u30bb\u30f3\u30b5\u30fc\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3057\u306a\u304c\u3089\u3001\u9060\u8ddd\u96e2\u3067\u306e\u9ad8\u7cbe\u5ea6\u7570\u5e38\u691c\u77e5\u304c\u53ef\u80fd\u3068\u306a\u308a\u3001\u30b9\u30de\u30fc\u30c8\u88fd\u9020\u306e\u5b9f\u73fe\u306b\u5411\u3051\u305f\u91cd\u8981\u306a\u6280\u8853\u57fa\u76e4\u304c\u78ba\u7acb\u3055\u308c\u305f\u3002<br>\u30fb\u8ddd\u96e2\u6027\u80fd\uff1a\u5f93\u6765\u306eRBF\u30ab\u30fc\u30cd\u30eb\u6cd5\u3067\u306f\u30012m\u5730\u70b9\u306738\uff05\u307e\u3067\u7570\u5e38\u691c\u77e5\u306e\u6027\u80fd\u304c\u4f4e\u4e0b\u3057\u305f\u3002\u4e00\u65b9\u3067\u3001\u672c\u7814\u7a76\u30b0\u30eb\u30fc\u30d7\u304c\u69cb\u7bc9\u3057\u305f\u65b0\u3057\u3044\u7570\u5e38\u691c\u77e5\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u975e\u63a5\u89e6\u306e\u72b6\u6cc1\u306b\u304a\u3044\u3066\u3082\u30010\uff5e3m\u306e\u5168\u8ddd\u96e2\u3067\u91cf\u5b50\u30ab\u30fc\u30cd\u30eb\u7a7a\u9593\u3092\u7528\u3044\u305f\u5206\u985e\u306792\uff05\u4ee5\u4e0a\u306e\u7cbe\u5ea6\u3092\u7dad\u6301\u3057\u305f\uff08\u56f32\uff09\u3002<br>\u30fb\u7d71\u8a08\u7684\u6709\u610f\u6027\uff1aT\u691c\u5b9a\u306e\u7d50\u679c\u3001\u5f93\u6765\u624b\u6cd5\u3068\u65b0\u30b7\u30b9\u30c6\u30e0\u3067\u306fp&lt;0.05\u3001\u52b9\u679c\u91cf\uff08Cohen's d\uff091.49\u306e\u5927\u304d\u306a\u5b9f\u7528\u7684\u5dee\u7570\u3092\u78ba\u8a8d\u3057\u305f\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" src=\"https:\/\/ctiweb.co.jp\/con\/wp-content\/uploads\/2025\/09\/image-46-1024x409.png\" alt=\"\" class=\"wp-image-22377\" width=\"578\" height=\"230\" srcset=\"https:\/\/ctiweb.co.jp\/con\/wp-content\/uploads\/2025\/09\/image-46-1024x409.png 1024w, https:\/\/ctiweb.co.jp\/con\/wp-content\/uploads\/2025\/09\/image-46-300x120.png 300w, https:\/\/ctiweb.co.jp\/con\/wp-content\/uploads\/2025\/09\/image-46-768x307.png 768w, https:\/\/ctiweb.co.jp\/con\/wp-content\/uploads\/2025\/09\/image-46-1536x614.png 1536w, https:\/\/ctiweb.co.jp\/con\/wp-content\/uploads\/2025\/09\/image-46-1200x480.png 1200w, https:\/\/ctiweb.co.jp\/con\/wp-content\/uploads\/2025\/09\/image-46.png 1962w\" sizes=\"(max-width: 578px) 85vw, 578px\" \/><figcaption>\u56f32 \u91cf\u5b50\u30ab\u30fc\u30cd\u30eb\uff08\u5de6\uff09\u3068\u5f93\u6765\u306eRBF\u30ab\u30fc\u30cd\u30eb\uff08\u53f3\uff09\u306e\u8ddd\u96e2\u5225\u6027\u80fd\u6bd4\u8f03\u3002\u6a2a\u8ef8\u306f\u30b3\u30f3\u30d9\u30a2(CON)\u3068\u30c1\u30a7\u30fc\u30f3\u30d9\u30eb\u30c8\u30de\u30b7\u30f3(CHA)\u304c\u8a2d\u7f6e\u3055\u308c\u3066\u3044\u308b\u5834\u6240\u304b\u3089\u3001\u30de\u30a4\u30af\u30ed\u30d5\u30a9\u30f3\u307e\u3067\u306e\u8ddd\u96e2\u3092\u793a\u3059\u3002\u7e26\u8ef8\u306f\u6027\u80fd\u6307\u6570(F1-score)\u3002\u91cf\u5b50\u30ab\u30fc\u30cd\u30eb\u306f\u5168\u8ddd\u96e2\u3067\u5b89\u5b9a\u3057\u305f\u9ad8\u6027\u80fd\u3092\u7dad\u6301<\/figcaption><\/figure><\/div>\n\n\n<p>\u30fb\u8996\u899a\u7684\u5206\u985e\u6a5f\u80fd : \u69d8\u3005\u306a\u7279\u5fb4\u7a7a\u9593\u306e\u4e2d\u304b\u3089\u3001\u7570\u5e38\u306e\u7a2e\u985e\u3092\u898b\u5206\u3051\u308b\u6700\u9069\u306a\u7d44\u5408\u305b\u3092\u767a\u898b\u3057\u3001\u30b0\u30e9\u30d5\u5316\u3059\u308b\u3053\u3068\u306b\u6210\u529f \u3002\u3053\u306e\u30b0\u30e9\u30d5\u3092\u4f7f\u3048\u3070\u3001\u8907\u6570\u306e\u7570\u5e38\u304c\u540c\u6642\u306b\u767a\u751f\u3057\u305f\u5834\u5408\u3067\u3082\u3001\u305d\u308c\u305e\u308c\u306e\u7570\u5e38\u304c\u3069\u306e\u30a8\u30ea\u30a2\u306b\u5206\u5e03\u3059\u308b\u304b\u3067\u7570\u5e38\u306e\u7a2e\u985e\u3092\u7279\u5b9a\u3067\u304d\u308b\uff08\u56f33\uff09\u3002<br>\u30fb\u30b3\u30f3\u30d9\u30a2\u7570\u5e38\uff1a\u4e3b\u306b\u7b2c2\u8c61\u9650\u306b\u96c6\u4e2d\u3057\u3066\u3044\u305f\uff08\u56f33-\uff44\uff09\u3002<br>\u30fb\u30c1\u30a7\u30fc\u30f3\u30d9\u30eb\u30c8\u7570\u5e38\uff1a\u7b2c4\u8c61\u9650\u306b\u96c6\u4e2d\u3057\u3066\u898b\u3089\u308c\u305f\uff08\u56f33-c\uff09\u3002<br>\u30fb\u4e21\u65b9\u7570\u5e38\uff1a\u4e21\u8c61\u9650\u306b\u5206\u6563\u3057\u3066\u73fe\u308c\u308b\u50be\u5411\u3092\u793a\u3057\u305f\uff08\u56f33-b\uff09\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" src=\"https:\/\/ctiweb.co.jp\/con\/wp-content\/uploads\/2025\/09\/image-47-1024x259.png\" alt=\"\" class=\"wp-image-22378\" width=\"558\" height=\"141\" srcset=\"https:\/\/ctiweb.co.jp\/con\/wp-content\/uploads\/2025\/09\/image-47-1024x259.png 1024w, https:\/\/ctiweb.co.jp\/con\/wp-content\/uploads\/2025\/09\/image-47-300x76.png 300w, https:\/\/ctiweb.co.jp\/con\/wp-content\/uploads\/2025\/09\/image-47-768x194.png 768w, https:\/\/ctiweb.co.jp\/con\/wp-content\/uploads\/2025\/09\/image-47-1536x388.png 1536w, https:\/\/ctiweb.co.jp\/con\/wp-content\/uploads\/2025\/09\/image-47-1200x303.png 1200w, https:\/\/ctiweb.co.jp\/con\/wp-content\/uploads\/2025\/09\/image-47.png 1962w\" sizes=\"(max-width: 558px) 85vw, 558px\" \/><figcaption>\u56f33\u3000\u30c1\u30e3\u30f3\u30cd\u30eb3\u306b\u304a\u3051\u308b2\u6b21\u5143\u7279\u5fb4\u7a7a\u9593\u3067\u306e\u7570\u5e38\u30d1\u30bf\u30fc\u30f3\u5206\u985e\u3002\u5404\u7570\u5e38\u30bf\u30a4\u30d7\u304c\u660e\u78ba\u306b\u7570\u306a\u308b\u8c61\u9650\u306b\u5206\u96e2\u3055\u308c\u308b\u3002(0)\u306f\u6b63\u5e38\u3092\u8868\u3057\u3001(1)\u306f\u7570\u5e38\u3092\u8868\u3059\u3002(a)CON(0)\/CHA(0)\uff1a\u30b3\u30f3\u30d9\u30a2\u306f\u6b63\u5e38\u3067\u30c1\u30a7\u30fc\u30f3\u30d9\u30eb\u30c8\u30de\u30b7\u30f3\u3082\u6b63\u5e38\u3002(b)CON(1)\/CHA(1)\uff1a\u30b3\u30f3\u30d9\u30a2\u306f\u7570\u5e38\u3067\u3001\u30c1\u30a7\u30fc\u30f3\u30d9\u30eb\u30c8\u30de\u30b7\u30f3\u3082\u7570\u5e38\u306e\u5834\u5408\u3001\u7b2c2\u8c61\u9650\u304b\u3089\u7b2c4\u8c61\u9650\u306b\u70b9\u304c\u5e83\u304c\u308b\u3002(c)CON(0)\/CHA(1)\uff1a\u30b3\u30f3\u30d9\u30a2\u306f\u6b63\u5e38\u3067\u3001\u30c1\u30a7\u30fc\u30f3\u30d9\u30eb\u30c8\u30de\u30b7\u30f3\u306f\u7570\u5e38\u306e\u5834\u5408\u3001\u7b2c4\u8c61\u9650\u306b\u70b9\u304c\u96c6\u307e\u308b\u3002(d)CON(1)\/CAH(0)\uff1a\u30b3\u30f3\u30d9\u30a2\u306f\u7570\u5e38\u3067\u30c1\u30a7\u30fc\u30f3\u30d9\u30eb\u30c8\u30de\u30b7\u30f3\u306f\u6b63\u5e38\u306e\u5834\u5408\u3001\u7b2c2\u8c61\u9650\u306b\u70b9\u304c\u96c6\u307e\u308b<\/figcaption><\/figure><\/div>\n\n\n<p><strong><span style=\"color: #800000\">\u4eca\u5f8c\u306e\u5c55\u958b<\/span><\/strong><br \/>\u3000\u672c\u7814\u7a76\u6210\u679c\u306f\u3001\u6b21\u4e16\u4ee3\u30b9\u30de\u30fc\u30c8\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u306e\u5b9f\u73fe\u306b\u5411\u3051\u305f\u91cd\u8981\u306a\u6280\u8853\u57fa\u76e4\u306e1\u3064\u3068\u306a\u308a\u5f97\u308b\u3002\u6176\u5fdc\u7fa9\u587e\u5927\u5b66\u3068TOPPAN\u30db\u30fc\u30eb\u30c7\u30a3\u30f3\u30b0\u30b9\u306f\u3001\u4eca\u5f8c\u3055\u307e\u3056\u307e\u306a\u72b6\u6cc1\u4e0b\u3067\u306e\u5b9f\u8a3c\u3092\u884c\u3044\u3001\u88fd\u54c1\u54c1\u8cea\u306e\u5b89\u5b9a\u5316\u3001\u5c0e\u5165\u30fb\u904b\u7528\u30b3\u30b9\u30c8\u306e\u524a\u6e1b\u7b49\u3092\u9032\u3081\u3001\u91cf\u5b50\u6280\u8853\u3092\u7523\u696d\u754c\u3078\u5fdc\u7528\u5b9f\u88c5\u3057\u3001\u6b21\u4e16\u4ee3\u88fd\u9020\u30b7\u30b9\u30c6\u30e0\u306e\u6a19\u6e96\u6280\u8853\u78ba\u7acb\u306b\u5bc4\u4e0e\u3059\u308b\u3002<br \/>\u30fb\u77ed\u671f\u7684\u5c55\u958b\uff081\uff5e2\u5e74\uff09: \u3088\u308a\u591a\u69d8\u306a\u88fd\u9020\u8a2d\u5099\u3067\u306e\u691c\u8a3c\u5b9f\u9a13\u3001\u5b9f\u969b\u306e\u5de5\u5834\u74b0\u5883\u3067\u306e\u5b9f\u8a3c\u5b9f\u9a13\u3001\u7570\u5e38\u30bf\u30a4\u30d7\u306e\u62e1\u5f35\uff084\u7a2e\u985e\u4ee5\u4e0a\u306e\u540c\u6642\u691c\u77e5\uff09<br \/>\u30fb\u4e2d\u671f\u7684\u5c55\u958b\uff083\uff5e5\u5e74\uff09: \u5546\u7528\u91cf\u5b50\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u4e0a\u3067\u306e\u5b9f\u88c5\u3001\u4ed6\u306e\u975e\u63a5\u89e6\u30bb\u30f3\u30b5\u30fc\uff08\u632f\u52d5\u3001\u96fb\u78c1\u6ce2\u7b49\uff09\u3068\u306e\u7d44\u307f\u5408\u308f\u305b\u3001\u533b\u7642\u30c7\u30fc\u30bf\u3001\u91d1\u878d\u30c7\u30fc\u30bf\u3078\u91cf\u5b50\u7570\u5e38\u691c\u77e5\u6280\u8853\u306e\u5fdc\u7528\u62e1\u5927<br \/>\u30fb\u9577\u671f\u7684\u5c55\u958b\uff085\uff5e10\u5e74\uff09: \u91cf\u5b50\u8010\u6545\u969c\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\uff08FTQC\uff09\u3067\u306e\u5b8c\u5168\u91cf\u5b50\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u306e\u5b9f\u88c5\u3001\u7523\u696d\u754c\u5168\u4f53\u3078\u306e\u91cf\u5b50\u6280\u8853\u5c0e\u5165\u4fc3\u9032\u3001\u6b21\u4e16\u4ee3\u88fd\u9020\u30b7\u30b9\u30c6\u30e0\u306e\u6a19\u6e96\u6280\u8853\u78ba\u7acb<br \/>\u25a0 \u539f\u8ad6\u6587\u60c5\u5831<br \/>\u30fb\u30bf\u30a4\u30c8\u30eb: Quantum Kernel Anomaly Detection Using AR-Derived Features from Non-Contact Acoustic Monitoring for Smart Manufacturing.<br \/>\u30fb\u8457\u8005: Takao Tomono (Keio University), Kazuya Tsujimura (TOPPAN Holdings Inc.)<br \/>\u30fb\u767a\u8868\u5148: IEEE Quantum Computing and Engineering Conference 2025 (IEEE QCE25)<br \/>\u30fb\u767a\u8868\u65e5\u6642\uff1a2025\u5e749\u67085\u65e5\u91d1\u66dc\u65e510:30\uff5e11:00<br \/>\u30fb\u30bb\u30c3\u30b7\u30e7\u30f3\uff1aTP83 QML ID 150<br \/>\u30fb\u7814\u7a76\u52a9\u6210: NEDO [JPNP23003], JST [JPMJPF2221]<br \/>\u30fbDOI: 10.1109\/QCE65121.2025.00195\uff08\u4e00\u822c\u516c\u958b\u3055\u308c\u308b\u306e\u306f\u6570\u30ab\u6708\u4ee5\u5185\u306e\u4e88\u5b9a\uff09<br \/>\u3000\u306a\u304a\u672c\u7814\u7a76\u306f\u3001NEDO\uff08\u65b0\u30a8\u30cd\u30eb\u30ae\u30fc\u30fb\u7523\u696d\u6280\u8853\u7dcf\u5408\u958b\u767a\u6a5f\u69cb\uff09\u306e\u91cf\u5b50\u30fb\u53e4\u5178\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u6280\u8853\u306e\u30b5\u30a4\u30d0\u30fc\u30fb\u30d5\u30a3\u30b8\u30ab\u30eb\u958b\u767a\u4e8b\u696d\uff08\u8ab2\u984c\u756a\u53f7\uff1aJPNP23003\uff09\u3001\u304a\u3088\u3073JST\uff08\u56fd\u7acb\u7814\u7a76\u958b\u767a\u6cd5\u4eba\u79d1\u5b66\u6280\u8853\u632f\u8208\u6a5f\u69cb\uff09 \u5171\u5275\u306e\u5834\u5f62\u6210\u652f\u63f4\u30d7\u30ed\u30b0\u30e9\u30e0\u300c\u91cf\u5b50\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3068HPC\u30fb\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u6280\u8853\u306e\u5171\u5275\u306b\u3088\u308b\u30b5\u30b9\u30c6\u30a3\u30ca\u30d6\u30eb AI \u7814\u7a76\u62e0\u70b9\u300d\uff08\u8ab2\u984c\u756a\u53f7\uff1aJPMJPF2221\uff09\u306e\u652f\u63f4\u3092\u53d7\u3051\u305f\u3082\u306e\u3067\u3042\u308b\u3002<br \/>\u203b1\u3000\u91cf\u5b50\u30ab\u30fc\u30cd\u30eb: \u91cf\u5b50\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u306e\u72b6\u614b\u7a7a\u9593\u3092\u6d3b\u7528\u3057\u3066\u3001\u53e4\u5178\u7684\u6a5f\u68b0\u5b66\u7fd2\u306e\u7279\u5fb4\u7a7a\u9593\u3092\u6307\u6570\u95a2\u6570\u7684\u306b\u62e1\u5f35\u3059\u308b\u6280\u8853<br \/>\u203b2\u3000\u6307\u5411\u6027\u30de\u30a4\u30af\u30ed\u30d5\u30a9\u30f3: \u7279\u5b9a\u306e\u65b9\u5411\u304b\u3089\u306e\u97f3\u3092\u9078\u629e\u7684\u306b\u53ce\u96c6\u3059\u308b\u30bb\u30f3\u30b5\u30fc<br \/>\u203b3\u3000AR\uff08\u81ea\u5df1\u56de\u5e30\uff09\u30e2\u30c7\u30eb: \u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306b\u304a\u3044\u3066\u3001\u904e\u53bb\u306e\u5024\u304b\u3089\u73fe\u5728\u306e\u5024\u3092\u4e88\u6e2c\u3059\u308b\u6570\u5b66\u30e2\u30c7\u30eb<br \/>\u203b4\u30001\u30af\u30e9\u30b9SVM: 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\/>\n\u3000\u91cf\u5b50\u30ab\u30fc\u30cd\u30eb\u3092\u7528\u3044\u305f\u975e\u63a5\u89e6\u7570\u5e38\u691c\u77e5\u30b7\u30b9\u30c6\u30e0\u304c\u30010\uff5e3m\u306e\u5168\u8ddd\u96e2\u306b\u304a\u3044\u306692\uff05\u4ee5\u4e0a\u306e\u9ad8\u3044\u7cbe\u5ea6\u3092\u7dad\u6301\u3059\u308b\u3053\u3068\u3092\u5b9f\u8a3c\u3057\u305f\u3002\u4e00\u65b9\u3001\u5f93\u6765\u306eRBF\u30ab\u30fc\u30cd\u30eb\u306f2m\u5730\u70b9\u306738\uff05\u307e\u3067\u6027\u80fd\u304c\u5927\u5e45\u306b\u4f4e\u4e0b\u3057\u3001\u7d71\u8a08\u7684\u306b\u6709\u610f\u306a\u5dee\uff08p&lt;0.05\u3001\u52b9\u679c\u91cfCohen&#039;s 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