{"id":185,"date":"2026-04-19T10:11:00","date_gmt":"2026-04-19T01:11:00","guid":{"rendered":"https:\/\/www.pro-seeds.com\/note\/?p=185"},"modified":"2026-08-07T11:49:02","modified_gmt":"2026-08-07T02:49:02","slug":"post-185","status":"publish","type":"post","link":"https:\/\/www.pro-seeds.com\/note\/labo\/post-185\/","title":{"rendered":"\u3010\u7b2c3\u56de\u3011\u30c7\u30fc\u30bf\u304c\u8a9e\u308b\u6b8b\u9177\u306a\u771f\u5b9f\uff5e\u5206\u6790\u7cbe\u5ea6\u306e\u58c1\u3068\u3001\u79d1\u5b66\u7684\u6839\u62e0\u306b\u57fa\u3065\u304f\u65ad\u5ff5\u3068\u3044\u3046\u6c7a\u65ad\uff5e"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u4e7e\u5764\u4e00\u64f2\u306e\u300c\u5b9f\u9a133\u300d\uff1a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u96c6\u5927\u6210<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u300c\u96c6\u4e2d\u5ea6\u6e2c\u5b9a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u958b\u767a\u300d\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u3001\u5f53\u521d\u306e\u300c\u8996\u7dda\u3084\u307e\u3070\u305f\u304d\u306b\u3088\u308b\u96c6\u4e2d\u5ea6\u63a8\u5b9a\u300d\u3068\u3044\u3046\u4eee\u8aac\u304c\u5b9f\u9a131\u3067\u5d29\u308c\u3001\u7d9a\u304f\u5b9f\u9a132\u3067\u306f\u300c\u4e3b\u89b3\u7684\u306a\u5b9f\u611f\u3068\u8133\u8840\u6d41\u30c7\u30fc\u30bf\u306e\u4e56\u96e2\u300d\u3068\u3044\u3046\u4eba\u9593\u306e\u8133\u306e\u8907\u96d1\u3055\u306b\u76f4\u9762\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u4e00\u9023\u306e\u8a66\u884c\u932f\u8aa4\u3092\u7d4c\u3066\u3001\u79c1\u305f\u3061\u306f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u300c\u8133\u306e\u6d3b\u6027\u5316\u8a55\u4fa1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u958b\u767a\u300d\u3078\u3068\u518d\u5b9a\u7fa9\u3057\u3001\u305d\u306e\u904b\u547d\u3092\u8ced\u3051\u305f\u6700\u7d42\u6c7a\u6226\u3068\u3082\u8a00\u3048\u308b\u300c\u5b9f\u9a133\u300d\u306b\u81e8\u307f\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u9a133\u306e\u898f\u6a21\u306f\u3001\u904e\u53bb\u6700\u5927\u7d1a\u306e\u3082\u306e\u3067\u3057\u305f\u3002\u5b9f\u65bd\u4e3b\u4f53\u306f\u682a\u5f0f\u4f1a\u793e\u30d7\u30ed\u30b7\u30fc\u30ba\u3001\u5834\u6240\u306f\u5927\u962a\u672c\u793e\u3068\u6771\u4eac\u672c\u90e8\u306e2\u7b87\u6240\u3067\u5b9f\u65bd\u3055\u308c\u307e\u3057\u305f\u3002\u88ab\u9a13\u8005\u306f\u5f0a\u793e\u5185\u5916\u304b\u308920\u4ee3\u304b\u308940\u4ee3\u4ee5\u4e0a\u307e\u3067\u3001\u7537\u5973\u6bd4\u304c\u307b\u307c5:5\u3068\u306a\u308b\u3088\u3046\u8abf\u6574\u3055\u308c\u305f\u8a0842\u540d\u304c\u96c6\u3081\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u5b9f\u9a13\u306e\u81f3\u4e0a\u547d\u984c\u306f\u3001\u300c\u8133\u304c\u6d3b\u6027\u5316\u3059\u308b\u8981\u7d20\uff08\u6761\u4ef6\uff09\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u691c\u8a3c\u3059\u308b\u3053\u3068\u300d\u3068\u3001\u300c\u305d\u306e\u7d50\u679c\u304b\u3089\u9ad8\u7cbe\u5ea6\u306a\u8133\u6d3b\u6027\u5316\u8a55\u4fa1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u958b\u767a\u3059\u308b\u3053\u3068\u300d\u306b\u3042\u308a\u307e\u3057\u305f\u3002\u79c1\u305f\u3061\u306f\u3001PC\u3060\u3051\u3067\u306a\u304f\u3001\u73fe\u4ee3\u306e\u5b66\u7fd2\u30b9\u30bf\u30a4\u30eb\u306b\u6b20\u304b\u305b\u306a\u3044\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u3067\u306e\u5229\u7528\u3082\u5b8c\u5168\u306b\u60f3\u5b9a\u3057\u3001\u4e21\u65b9\u306e\u30c7\u30d0\u30a4\u30b9\u3067\u8133\u8840\u6d41\u30c7\u30fc\u30bf\u3068Web\u30ab\u30e1\u30e9\u306b\u3088\u308b\u9854\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u540c\u6642\u306b\u53d6\u5f97\u3059\u308b\u3068\u3044\u3046\u3001\u6975\u3081\u3066\u7cbe\u5bc6\u306a\u30c7\u30fc\u30bf\u53ce\u96c6\u3092\u884c\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u300c\u8133\u306e\u6d3b\u6027\u5316\u300d\u3092\u3044\u304b\u306b\u6570\u5024\u5316\u3059\u308b\u304b\uff1a\u6b63\u898f\u5316\u3078\u306e\u6311\u6226<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u4e0a\u3067\u6700\u5927\u306e\u969c\u58c1\u3068\u306a\u308b\u306e\u306f\u3001\u300c\u500b\u4eba\u5dee\u300d\u3067\u3059\u3002\u4eba\u306b\u3088\u3063\u3066\u5b89\u9759\u6642\u306e\u8133\u8840\u6d41\u306e\u57fa\u6e96\u5024\u306f\u7570\u306a\u308a\u3001\u6d3b\u6027\u5316\u3057\u305f\u969b\u306e\u8840\u6d41\u306e\u5897\u52a0\u91cf\u3082\u5343\u5dee\u4e07\u5225\u3067\u3059\u3002\u3053\u308c\u3092\u514b\u670d\u3059\u308b\u305f\u3081\u3001\u79c1\u305f\u3061\u306f\u300c\u6b63\u898f\u5316\u300d\u3068\u3044\u3046\u7d71\u8a08\u7684\u624b\u6cd5\u3092\u5fb9\u5e95\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5177\u4f53\u7684\u306b\u306f\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u8996\u8074\u524d\u306e\u5b89\u9759\u533a\u9593\u3092\u57fa\u6e96\uff080\uff09\u3068\u3057\u3001\u5404\u88ab\u9a13\u8005\u306e\u6700\u5927\u5024\u30921\u3001\u6700\u5c0f\u5024\u3092-1\u3068\u3057\u3066\u3001\u30c7\u30fc\u30bf\u3092[-1, 1]\u306e\u7bc4\u56f2\u306b\u53ce\u3081\u308b\u51e6\u7406\u3092\u884c\u3044\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u300c\u305d\u306e\u4eba\u306a\u308a\u306b\u3069\u306e\u7a0b\u5ea6\u8133\u304c\u52d5\u3044\u3066\u3044\u308b\u304b\u300d\u3068\u3044\u3046\u76f8\u5bfe\u7684\u306a\u6307\u6a19\u3092\u7b97\u51fa\u3057\u3001\u500b\u4eba\u306e\u751f\u7406\u5b66\u7684\u306a\u7279\u6027\u3092\u6392\u9664\u3057\u305f\u72b6\u614b\u3067\u306e\u30e2\u30c7\u30eb\u69cb\u7bc9\u3092\u8a66\u307f\u305f\u306e\u3067\u3059\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"797\" height=\"321\" src=\"https:\/\/www.pro-seeds.com\/note\/wp-content\/uploads\/2026\/07\/labo3-1.png\" alt=\"\" class=\"wp-image-186\" srcset=\"https:\/\/www.pro-seeds.com\/note\/wp-content\/uploads\/2026\/07\/labo3-1.png 797w, https:\/\/www.pro-seeds.com\/note\/wp-content\/uploads\/2026\/07\/labo3-1-300x121.png 300w, https:\/\/www.pro-seeds.com\/note\/wp-content\/uploads\/2026\/07\/labo3-1-768x309.png 768w\" sizes=\"(max-width: 797px) 100vw, 797px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u3001\u8aac\u660e\u5909\u6570\uff08\u4e88\u6e2c\u306e\u624b\u639b\u304b\u308a\uff09\u3068\u3057\u3066\u3001\u4ee5\u4e0b\u306e\u591a\u89d2\u7684\u306a\u9854\u306e\u7279\u5fb4\u91cf\u3092\u8a2d\u5b9a\u3057\u307e\u3057\u305f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8996\u7dda\u30fb\u982d\u90e8\u306e\u52d5\u304d\uff1a<\/strong>\u00a0\u8996\u7dda\u79fb\u52d5\u8ddd\u96e2\u306e\u79fb\u52d5\u6a19\u6e96\u504f\u5dee\u3001\u982d\u306e\u30e8\u30fc\u89d2\u30fb\u30d4\u30c3\u30c1\u89d2\u3002<\/li>\n\n\n\n<li><strong>\u9854\u306e\u52d5\u7684\u5909\u5316\uff1a<\/strong>\u00a0\u53e3\u5e45\u306e\u5909\u5316\u3001\u7709\u306e\u9ad8\u3055\u3001\u7709\u306e\u540a\u308a\u4e0a\u304c\u308a\u3001\u76ee\u306e\u958b\u304d\u5177\u5408\u3001\u53e3\u89d2\u306e\u4e0b\u304c\u308a\u5177\u5408\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3089\u306e\u5909\u6570\u3092\u3001\u7dda\u5f62\u56de\u5e30\u3001\u6c7a\u5b9a\u6728\u3001\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u3001\u305d\u3057\u3066\u6700\u65b0\u306e\u5f37\u529b\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3042\u308b<strong>XGBoost<\/strong>\u3068\u3044\u3063\u305f\u8907\u6570\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u6295\u5165\u3057\u3001\u8133\u306e\u72b6\u614b\u3092\u4e88\u6e2c\u3059\u308b\u300c\u9b54\u6cd5\u306e\u6570\u5f0f\u300d\u306e\u63a2\u6c42\u3092\u7d9a\u3051\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u6307\u6a19\uff1aROC-AUC\u30b9\u30b3\u30a2\u306e\u6df1\u3044\u610f\u5473<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u79c1\u305f\u3061\u304c\u6700\u3082\u91cd\u8996\u3057\u305f\u6307\u6a19\u304c\u3001\u300cROC-AUC\uff08Area Under the Receiver Operating Characteristic Curve\uff09\u300d\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u30e2\u30c7\u30eb\u304c\u300c\u8133\u304c\u6d3b\u6027\u5316\u3057\u3066\u3044\u308b\u72b6\u614b\u300d\u3068\u300c\u305d\u3046\u3067\u306a\u3044\u72b6\u614b\u300d\u3092\u3069\u308c\u3060\u3051\u6b63\u78ba\u306b\u5224\u5225\u3067\u304d\u3066\u3044\u308b\u304b\u30920\u304b\u30891\u306e\u9593\u306e\u6570\u5024\u3067\u793a\u3059\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"602\" height=\"345\" src=\"https:\/\/www.pro-seeds.com\/note\/wp-content\/uploads\/2026\/04\/labo3-2.png\" alt=\"\" class=\"wp-image-188\" srcset=\"https:\/\/www.pro-seeds.com\/note\/wp-content\/uploads\/2026\/04\/labo3-2.png 602w, https:\/\/www.pro-seeds.com\/note\/wp-content\/uploads\/2026\/04\/labo3-2-300x172.png 300w\" sizes=\"(max-width: 602px) 100vw, 602px\" \/><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"602\" height=\"376\" src=\"https:\/\/www.pro-seeds.com\/note\/wp-content\/uploads\/2026\/04\/labo3-3.png\" alt=\"\" class=\"wp-image-189\" srcset=\"https:\/\/www.pro-seeds.com\/note\/wp-content\/uploads\/2026\/04\/labo3-3.png 602w, https:\/\/www.pro-seeds.com\/note\/wp-content\/uploads\/2026\/04\/labo3-3-300x187.png 300w\" sizes=\"(max-width: 602px) 100vw, 602px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">ROC-AUC\u30b9\u30b3\u30a2\u306e\u610f\u5473\u3092\u8a73\u3057\u304f\u89e3\u8aac\u3059\u308b\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AUC = 1.0\uff08\u7406\u60f3\u306e\u72b6\u614b\uff09\uff1a<\/strong>\u00a0\u30e2\u30c7\u30eb\u304c100%\u306e\u78ba\u7387\u3067\u6b63\u89e3\u3092\u8a00\u3044\u5f53\u3066\u3066\u3044\u308b\u72b6\u614b\u3067\u3059\u3002\u507d\u967d\u6027\uff08\u6d3b\u6027\u5316\u3057\u3066\u3044\u306a\u3044\u306e\u306b\u6d3b\u6027\u5316\u3068\u5224\u5b9a\u3059\u308b\u30df\u30b9\uff09\u3092\u51fa\u3055\u305a\u306b\u3001\u771f\u967d\u6027\uff08\u6d3b\u6027\u5316\u3057\u3066\u3044\u308b\u72b6\u614b\u3092\u6b63\u3057\u304f\u6349\u3048\u308b\uff09\u3092\u5b8c\u5168\u306b\u9054\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>AUC = 0.5\uff08\u5b8c\u5168\u306b\u30e9\u30f3\u30c0\u30e0\uff09\uff1a<\/strong>\u00a0\u3053\u308c\u306f\u3001\u30b3\u30a4\u30f3\u6295\u3052\u3067\u5224\u5b9a\u3057\u3066\u3044\u308b\u306e\u3068\u5909\u308f\u3089\u306a\u3044\u7cbe\u5ea6\u3067\u3042\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u30e2\u30c7\u30eb\u304c\u4e88\u6e2c\u3068\u3057\u3066\u306e\u5f79\u5272\u3092\u5168\u304f\u679c\u305f\u305b\u3066\u3044\u306a\u3044\u72b6\u614b\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u76ee\u6a19\u5024 AUC = 0.7\u4ee5\u4e0a\uff1a<\/strong>\u00a0\u4e00\u822c\u7684\u306b\u3001\u5b9f\u7528\u7684\u306a\u5224\u5225\u30e2\u30c7\u30eb\u3068\u3057\u3066\u4fa1\u5024\u304c\u3042\u308b\u3068\u8a8d\u3081\u3089\u308c\u308b\u30e9\u30a4\u30f3\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u79c1\u305f\u3061\u306f\u3001\u3053\u306eAUC\u30920.7\u4ee5\u4e0a\u306b\u5f15\u304d\u4e0a\u3052\u308b\u3053\u3068\u3092\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6280\u8853\u7684\u306a\u6210\u529f\u57fa\u6e96\u3068\u3057\u3066\u8a2d\u5b9a\u3057\u307e\u3057\u305f\u3002\u3082\u3057AUC\u304c0.5\u306b\u8fd1\u3044\u306e\u3067\u3042\u308c\u3070\u3001\u305d\u308c\u306f\u300cWeb\u30ab\u30e1\u30e9\u3067\u898b\u3048\u308b\u9854\u306e\u52d5\u304d\u304b\u3089\u306f\u3001\u8133\u306e\u72b6\u614b\u3092\u4e88\u6e2c\u3067\u304d\u306a\u3044\u300d\u3068\u3044\u3046\u79d1\u5b66\u7684\u306a\u8a3c\u660e\u306b\u306a\u3063\u3066\u3057\u307e\u3046\u304b\u3089\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7a81\u304d\u3064\u3051\u3089\u308c\u305f\u5206\u6790\u7d50\u679c\uff1aAI\u304c\u8d8a\u3048\u3089\u308c\u306a\u304b\u3063\u305f\u58c1<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u81a8\u5927\u306a\u8a08\u7b97\u3068\u8a66\u884c\u932f\u8aa4\u306e\u7d50\u679c\u3001\u7b97\u51fa\u3055\u308c\u305f\u30b9\u30b3\u30a2\u306f\u79c1\u305f\u3061\u306e\u671f\u5f85\u3092\u7121\u6b8b\u306b\u6253\u3061\u7815\u304f\u3082\u306e\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p 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