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--><\/p>\n\n<h2>\u5909\u6570\u306e\u300c\u5f79\u5272\u5206\u3051\u300d<\/h2>\n<p>\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306b\u304a\u3044\u3066\u3001\u91cd\u8981\u306a\u306e\u304c\u3001\u300c\u3069\u306e\u5909\u6570\u3092\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306b\u4f7f\u3044\u3001\u3069\u306e\u5909\u6570\u3092\u4f7f\u308f\u306a\u3044\u304b\u300d\u3092\u6c7a\u3081\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\r\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306b\u4f7f\u3046\u5909\u6570\u3068\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u5f8c\u306e\u89e3\u91c8\u306b\u4f7f\u3046\u5909\u6570\u306b\u5206\u3051\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\r\n<ul>\r\n\t<li>\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306b\u4f7f\u3046\u5909\u6570\u306f\u3001\u300c\u3053\u306e\u57fa\u6e96\u3067\u4eba\u3092\u5206\u3051\u305f\u3044\u300d\u3068\u3044\u3046\u610f\u56f3\u3092\u53cd\u6620\u3059\u308b\u3082\u306e\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u30b9\u30ad\u30f3\u30b1\u30a2\u5546\u54c1\u306e\u8abf\u67fb\u306a\u3089\u3001\u7f8e\u5bb9\u306b\u5bfe\u3059\u308b\u4fa1\u5024\u89b3\uff08\u300c\u6210\u5206\u306b\u3053\u3060\u308f\u308a\u305f\u3044\u300d\u300c\u624b\u8efd\u3055\u3092\u91cd\u8996\u3059\u308b\u300d\u306a\u3069\uff09\u3001\u4f7f\u7528\u30b7\u30fc\u30f3\uff08\u671d\u306e\u30b1\u30a2\u3001\u591c\u306e\u30b1\u30a2\u3001\u5916\u51fa\u5148\u3067\u306e\u30b1\u30a2\u76f4\u3057\u306a\u3069\uff09\u3001\u30e9\u30a4\u30d5\u30b9\u30bf\u30a4\u30eb\uff08\u5065\u5eb7\u5fd7\u5411\u3001\u6642\u77ed\u5fd7\u5411\u306a\u3069\uff09\u3002\u3064\u307e\u308a\u300c\u305d\u306e\u4eba\u304c\u3069\u3093\u306a\u4eba\u304b\u300d\u3092\u8868\u3059\u5909\u6570\u304c\u3053\u308c\u306b\u3042\u305f\u308a\u307e\u3059\u3002<\/li>\r\n\t<li>\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u5f8c\u306e\u89e3\u91c8\u306b\u4f7f\u3046\u5909\u6570\u306f\u3001\u30b0\u30eb\u30fc\u30d7\u304c\u3067\u304d\u305f\u5f8c\u306b\u300c\u3053\u306e\u30b0\u30eb\u30fc\u30d7\u306f\u3069\u3093\u306a\u4eba\u305f\u3061\u304b\uff1f\u300d\u3092\u8abf\u3079\u308b\u305f\u3081\u306b\u53c2\u7167\u3059\u308b\u3082\u306e\u3067\u3059\u3002\u6027\u5225\u3001\u5e74\u9f62\u3001\u5e74\u53ce\u3068\u3044\u3063\u305f\u30c7\u30e2\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u3084\u3001\u5b9f\u969b\u306b\u8cfc\u5165\u3057\u3066\u3044\u308b\u5546\u54c1\u30fb\u30d6\u30e9\u30f3\u30c9\u304c\u3053\u308c\u306b\u3042\u305f\u308a\u307e\u3059\u3002<\/li>\r\n<\/ul>\r\n<p><!-- 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--><\/b>\r\n<p>\u305f\u3068\u3048\u3070\u300c\u3069\u306e\u30d6\u30e9\u30f3\u30c9\u3092\u8cfc\u5165\u3057\u3066\u3044\u308b\u304b\u300d\u3092\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306b\u5165\u308c\u3066\u3057\u307e\u3046\u3068\u3001\u5358\u306b\u300c\u30d6\u30e9\u30f3\u30c9A\u306e\u8cfc\u5165\u8005\u300d\u300c\u30d6\u30e9\u30f3\u30c9B\u306e\u8cfc\u5165\u8005\u300d\u306b\u5206\u304b\u308c\u308b\u3060\u3051\u3067\u3001\u305d\u308c\u306f\u5f53\u305f\u308a\u524d\u306e\u7d50\u679c\u3067\u3059\u3002\u7b54\u3048\u3092\u5165\u529b\u306b\u5165\u308c\u3066\u3057\u307e\u3046\u3068\u3001\u5206\u6790\u306e\u610f\u5473\u304c\u306a\u304f\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\r\n<p>\u6b63\u3057\u3044\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u4fa1\u5024\u89b3\u3084\u30e9\u30a4\u30d5\u30b9\u30bf\u30a4\u30eb\u3067\u30b0\u30eb\u30fc\u30d7\u3092\u4f5c\u3063\u305f\u4e0a\u3067\u3001\u5f8c\u304b\u3089\u300c\u3053\u306e\u30b0\u30eb\u30fc\u30d7\u306b\u306f\u30d6\u30e9\u30f3\u30c9A\u306e\u8cfc\u5165\u8005\u304c\u591a\u3044\u300d\u3068\u767a\u898b\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u9806\u756a\u3092\u5b88\u308b\u3053\u3068\u3067\u3001\u300c\u306a\u305c\u3053\u306e\u30d6\u30e9\u30f3\u30c9\u304c\u9078\u3070\u308c\u3066\u3044\u308b\u306e\u304b\u300d\u3068\u3044\u3046\u30a4\u30f3\u30b5\u30a4\u30c8\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\r\n<b><!-- notionvc: 38fa7c0e-f83f-4e7d-8258-73f125998840 --><strong>\u3069\u306e\u5909\u6570\u3092\u3069\u3061\u3089\u306b\u5206\u3051\u308b\u304b\uff1f\u5224\u65ad\u57fa\u6e96<!-- notionvc: 133d1fca-508c-4b8e-8d50-3fdab9e7fb08 --><\/strong><\/b>\r\n<p>\u3068\u306f\u3044\u3048\u3001\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u3092\u524d\u306b\u3059\u308b\u3068\u300c\u3053\u306e\u5909\u6570\u306f\u3069\u3063\u3061\u306b\u5165\u308c\u308b\u3079\u304d\u304b\u300d\u3068\u8ff7\u3046\u3053\u3068\u304c\u591a\u3044\u306f\u305a\u3067\u3059\u3002\u5224\u65ad\u306e\u8ef8\u306f\u30b7\u30f3\u30d7\u30eb\u3067\u3001\u300c\u305d\u306e\u5909\u6570\u306f\u4eba\u306e\u30bf\u30a4\u30d7\u3092\u5206\u3051\u308b\u3082\u306e\u304b\u3001\u305d\u308c\u3068\u3082\u5206\u3051\u305f\u5f8c\u306b\u7d50\u679c\u3068\u3057\u3066\u898b\u305f\u3044\u3082\u306e\u304b\u300d\u3092\u8003\u3048\u307e\u3059\u3002<\/p>\r\n<p>\u305f\u3068\u3048\u3070\u300c\u6210\u5206\u306b\u3053\u3060\u308f\u308b\u304b\u300d\u300c\u624b\u8efd\u3055\u3092\u91cd\u8996\u3059\u308b\u304b\u300d\u3068\u3044\u3063\u305f\u4fa1\u5024\u89b3\u306f\u3001\u305d\u306e\u4eba\u81ea\u8eab\u306e\u6027\u683c\u3084\u5fd7\u5411\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u30b0\u30eb\u30fc\u30d7\u3092\u4f5c\u308b\u57fa\u6e96\u306b\u3075\u3055\u308f\u3057\u3044\u306e\u3067\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306b\u4f7f\u3046\u5909\u6570\u3067\u3059\u3002\u4e00\u65b9\u3001\u300c\u3069\u306e\u30d6\u30e9\u30f3\u30c9\u3092\u8cfc\u5165\u3057\u305f\u304b\u300d\u300c\u6708\u306b\u3044\u304f\u3089\u4f7f\u3063\u3066\u3044\u308b\u304b\u300d\u306f\u3001\u305d\u306e\u4eba\u306e\u884c\u52d5\u306e\u7d50\u679c\u3067\u3059\u3002\u3053\u308c\u306f\u30b0\u30eb\u30fc\u30d7\u304c\u3067\u304d\u305f\u5f8c\u306b\u300c\u3053\u306e\u30b0\u30eb\u30fc\u30d7\u306f\u3069\u3046\u884c\u52d5\u3057\u3066\u3044\u308b\u304b\u300d\u3092\u898b\u308b\u305f\u3081\u306b\u4f7f\u3046\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u5f8c\u306e\u89e3\u91c8\u306b\u4f7f\u3046\u5909\u6570\u3067\u3059\u3002<\/p>\r\n<p>\u8ff7\u3063\u305f\u3068\u304d\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u554f\u3044\u304b\u3051\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-27-11.33.38.png\" alt=\"\" width=\"1158\" height=\"260\" class=\"aligncenter size-full wp-image-7787\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-27-11.33.38.png 1158w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-27-11.33.38-300x67.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-27-11.33.38-1024x230.png 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-27-11.33.38-768x172.png 768w\" sizes=\"(max-width: 1158px) 100vw, 1158px\" \/><\/p>\r\n<p>\u5177\u4f53\u4f8b\u3067\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u30b9\u30ad\u30f3\u30b1\u30a2\u5546\u54c1\u306e\u8abf\u67fb\u30c7\u30fc\u30bf\u306b\u4ee5\u4e0b\u306e\u5909\u6570\u304c\u3042\u308b\u3068\u3057\u307e\u3059\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-27-11.34.09.png\" alt=\"\" width=\"1308\" height=\"734\" class=\"aligncenter size-full wp-image-7788\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-27-11.34.09.png 1308w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-27-11.34.09-300x168.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-27-11.34.09-1024x575.png 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-27-11.34.09-768x431.png 768w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-27-11.34.09-960x540.png 960w\" sizes=\"(max-width: 1308px) 100vw, 1308px\" \/><\/p>\r\n<p>\u30c7\u30e2\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\uff08\u5e74\u9f62\u30fb\u6027\u5225\u30fb\u5e74\u53ce\u306a\u3069\uff09\u306f\u591a\u304f\u306e\u5834\u5408\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u5909\u6570\u306b\u56de\u3057\u307e\u3059\u3002\u306a\u305c\u306a\u3089\u3001\u5e74\u9f62\u3084\u6027\u5225\u3067\u30b0\u30eb\u30fc\u30d7\u3092\u4f5c\u308b\u306e\u306f\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3092\u4f7f\u3046\u307e\u3067\u3082\u306a\u304f\u3001\u5358\u7d14\u306a\u30af\u30ed\u30b9\u96c6\u8a08\u3067\u5341\u5206\u3060\u304b\u3089\u3067\u3059\u3002\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306e\u4fa1\u5024\u306f\u3001\u30c7\u30e2\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u3060\u3051\u3067\u306f\u898b\u3048\u306a\u3044\u300c\u4fa1\u5024\u89b3\u3084\u884c\u52d5\u30d1\u30bf\u30fc\u30f3\u306b\u57fa\u3065\u304f\u3001\u3088\u308a\u672c\u8cea\u7684\u306a\u30b0\u30eb\u30fc\u30d7\u300d\u3092\u767a\u898b\u3059\u308b\u3053\u3068\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\r\n<p><!-- notionvc: 3b14aafa-317e-46b3-a524-0963ca5ea7d0 --><\/p>\n\n<h2>\u5206\u6790\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u5168\u4f53\u50cf<\/h2>\n<p>\u5909\u6570\u306e\u5f79\u5272\u3092\u6c7a\u3081\u305f\u3089\u3001\u3044\u3088\u3044\u3088\u5206\u6790\u306b\u5165\u308a\u307e\u3059\u3002\u5927\u91cf\u306e\u30a2\u30f3\u30b1\u30fc\u30c8\u5909\u6570\u3092\u4f7f\u3063\u305f\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306f\u3001\u4ee5\u4e0b\u306e5\u30b9\u30c6\u30c3\u30d7\u3067\u9032\u3081\u307e\u3059\u3002<\/p>\r\n<b>Step 1\uff1a\u524d\u51e6\u7406<\/b>\r\n<p>\u307e\u305a\u3001\u6b20\u640d\u5024\u306e\u51e6\u7406\u3068\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\uff08\u6a19\u6e96\u5316\uff09\u3092\u884c\u3044\u307e\u3059\u3002\u30a2\u30f3\u30b1\u30fc\u30c8\u30c7\u30fc\u30bf\u3067\u306f\u300c\u672a\u56de\u7b54\u300d\u306b\u3088\u308b\u6b20\u640d\u304c\u591a\u3044\u3082\u306e\u3067\u3059\u3002\u6b20\u640d\u7387\u304c\u9ad8\u3059\u304e\u308b\u5909\u6570\uff08\u76ee\u5b89\u3068\u3057\u306650%\u4ee5\u4e0a\uff09\u306f\u9664\u5916\u3057\u3001\u305d\u308c\u4ee5\u5916\u306f\u4e2d\u592e\u5024\u306a\u3069\u3067\u88dc\u5b8c\u3057\u307e\u3059\u3002<\/p>\r\n<p>\u307e\u305f\u30015\u6bb5\u968e\u8a55\u4fa1\u306e\u5909\u6570\u30680\/1\u306e\u30d0\u30a4\u30ca\u30ea\u5909\u6570\u304c\u6df7\u5728\u3059\u308b\u5834\u5408\u3001\u30b9\u30b1\u30fc\u30eb\u3092\u63c3\u3048\u306a\u3044\u3068\u4e00\u90e8\u306e\u5909\u6570\u304c\u7d50\u679c\u3092\u652f\u914d\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u300c\u6e80\u8db3\u5ea6\uff081\u301c10\u70b9\uff09\u300d\u3068\u300c\u30ad\u30e3\u30f3\u30d7\u304c\u8da3\u5473\u304b\uff080\u304b1\uff09\u300d\u3092\u305d\u306e\u307e\u307e\u4e00\u7dd2\u306b\u5206\u6790\u3059\u308b\u3068\u3001\u70b9\u6570\u306e\u7bc4\u56f2\u304c\u5927\u304d\u3044\u6e80\u8db3\u5ea6\u3070\u304b\u308a\u304c\u7d50\u679c\u306b\u5f71\u97ff\u3057\u307e\u3059\u3002StandardScaler\u7b49\u3067\u6a19\u6e96\u5316\uff08\u5e73\u57470\u3001\u6a19\u6e96\u504f\u5dee1\u306b\u63c3\u3048\u308b\uff09\u3057\u3066\u304a\u304f\u3053\u3068\u3067\u3001\u3059\u3079\u3066\u306e\u5909\u6570\u304c\u516c\u5e73\u306b\u6271\u308f\u308c\u307e\u3059\u3002<\/p>\r\n<b>Step 2\uff1a\u56e0\u5b50\u5206\u6790\u3067\u6b21\u5143\u3092\u7e2e\u7d04\u3059\u308b<\/b>\r\n<p>\u5909\u6570\u304c\u591a\u3059\u304e\u308b\u3068\u3001\u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf\u540c\u58eb\u306e\u8ddd\u96e2\u304c\u4f3c\u305f\u3088\u3046\u306a\u5024\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u3001\u300c\u4f3c\u3066\u3044\u308b\u30fb\u4f3c\u3066\u3044\u306a\u3044\u300d\u306e\u533a\u5225\u304c\u3064\u304d\u3065\u3089\u3044\u3067\u3059\u3002<\/p>\r\n<p>\u305d\u3053\u3067\u3001<strong>\u30ab\u30c6\u30b4\u30ea\u3054\u3068\u306b\u56e0\u5b50\u5206\u6790\u3092\u884c\u3044\u3001\u5909\u6570\u3092\u5c11\u6570\u306e\u300c\u56e0\u5b50\u300d\u306b\u307e\u3068\u3081\u307e\u3059<\/strong>\u3002\u56e0\u5b50\u5206\u6790\u3068\u306f\u3001\u300c\u305f\u304f\u3055\u3093\u306e\u8cea\u554f\u9805\u76ee\u306e\u88cf\u306b\u5171\u901a\u3057\u3066\u6f5c\u3093\u3067\u3044\u308b\u30c6\u30fc\u30de\u3092\u898b\u3064\u3051\u308b\u300d\u624b\u6cd5\u3067\u3059\u3002<\/p>\r\n<p>\u305f\u3068\u3048\u3070\u3001\u30b9\u30ad\u30f3\u30b1\u30a2\u306e\u4fa1\u5024\u89b3\u306b\u95a2\u3059\u308b25\u306e\u8cea\u554f\u9805\u76ee\u3092\u56e0\u5b50\u5206\u6790\u306b\u304b\u3051\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3044\u304f\u3064\u304b\u306e\u30c6\u30fc\u30de\u306b\u96c6\u7d04\u3055\u308c\u307e\u3059\u3002<\/p>\r\n<p>`\u300c\u6210\u5206\u306b\u3053\u3060\u308f\u308a\u305f\u3044\u300d\u300c\u30aa\u30fc\u30ac\u30cb\u30c3\u30af\u304c\u597d\u304d\u300d\u300c\u6dfb\u52a0\u7269\u3092\u907f\u3051\u305f\u3044\u300d \u2192 \u307e\u3068\u3081\u3066\u300c\u54c1\u8cea\u3053\u3060\u308f\u308a\u56e0\u5b50\u300d<\/p>\r\n<p>\u300c\u6642\u9593\u3092\u304b\u3051\u305f\u304f\u306a\u3044\u300d\u300c\u30b9\u30c6\u30c3\u30d7\u6570\u306f\u5c11\u306a\u3044\u307b\u3046\u304c\u3044\u3044\u300d\u300c\u30aa\u30fc\u30eb\u30a4\u30f3\u30ef\u30f3\u304c\u597d\u304d\u300d \u2192 \u307e\u3068\u3081\u3066\u300c\u6642\u77ed\u5fd7\u5411\u56e0\u5b50\u300d`<\/p>\r\n<p>\u3053\u306e\u3088\u3046\u306b\u3001\u5909\u6570\u7fa4\u3092\u30ab\u30c6\u30b4\u30ea\u3054\u3068\u306b\u56e0\u5b50\u5206\u6790\u3057\u3066\u56e0\u5b50\u30b9\u30b3\u30a2\u3092\u7b97\u51fa\u3057\u307e\u3059\u3002<\/p>\r\n<p><code>\u4fa1\u5024\u89b3 25\u5909\u6570 \u2192 4\u301c6\u56e0\u5b50 \u4f7f\u7528\u30b7\u30fc\u30f3 15\u5909\u6570 \u2192 3\u301c4\u56e0\u5b50 \u30e9\u30a4\u30d5\u30b9\u30bf\u30a4\u30eb 50\u5909\u6570 \u2192 5\u301c7\u56e0\u5b50<\/code><\/p>\r\n<p>\u3053\u3046\u3057\u3066\u5f97\u3089\u308c\u305f\u56e0\u5b50\u30b9\u30b3\u30a2\u3092\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306e\u5165\u529b\u306b\u3057\u307e\u3059\u3002\u5909\u6570\u306e\u6570\u3092\u5927\u5e45\u306b\u6e1b\u3089\u3057\u3064\u3064\u3001\u60c5\u5831\u306e\u672c\u8cea\u306f\u4fdd\u6301\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<b>Step 3\uff1a\u30af\u30e9\u30b9\u30bf\u6570\u3092\u6c7a\u3081\u308b<\/b>\r\n<p>\u300c\u4f55\u30b0\u30eb\u30fc\u30d7\u306b\u5206\u3051\u308b\u304b\u300d\u306f\u3001\u5206\u6790\u8005\u304c\u4e8b\u524d\u306b\u6c7a\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u5224\u65ad\u6750\u6599\u3068\u3057\u3066\u4ee3\u8868\u7684\u306a\u306e\u304c\u4ee5\u4e0b\u306e2\u3064\u3067\u3059\u3002<\/p>\r\n<p><strong>\u30a8\u30eb\u30dc\u30fc\u6cd5<\/strong>\u306f\u3001\u30af\u30e9\u30b9\u30bf\u6570\u30922, 3, 4\u2026\u3068\u5897\u3084\u3057\u3066\u3044\u304d\u3001\u30af\u30e9\u30b9\u30bf\u5185\u306e\u3070\u3089\u3064\u304d\uff08\u30c7\u30fc\u30bf\u304c\u3069\u308c\u3060\u3051\u307e\u3068\u307e\u3063\u3066\u3044\u308b\u304b\uff09\u3092\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u306b\u30d7\u30ed\u30c3\u30c8\u3057\u307e\u3059\u3002\u6700\u521d\u306f\u30af\u30e9\u30b9\u30bf\u6570\u3092\u5897\u3084\u3059\u307b\u3069\u3070\u3089\u3064\u304d\u306f\u6025\u306b\u6e1b\u308a\u307e\u3059\u304c\u3001\u3042\u308b\u30dd\u30a4\u30f3\u30c8\u304b\u3089\u6539\u5584\u304c\u920d\u5316\u3057\u307e\u3059\u3002\u3053\u306e\u300c\u6298\u308c\u66f2\u304c\u308b\u30dd\u30a4\u30f3\u30c8\u300d\uff08\u8098\u306e\u4f4d\u7f6e\uff09\u304c\u6700\u9069\u306a\u30af\u30e9\u30b9\u30bf\u6570\u306e\u76ee\u5b89\u3067\u3059\u3002<\/p>\r\n<p><strong>\u30b7\u30eb\u30a8\u30c3\u30c8\u30b9\u30b3\u30a2<\/strong>\u306f\u3001\u5404\u56de\u7b54\u8005\u304c\u300c\u81ea\u5206\u306e\u30b0\u30eb\u30fc\u30d7\u306b\u3069\u308c\u3060\u3051\u30d5\u30a3\u30c3\u30c8\u3057\u3066\u3044\u308b\u304b\u300d\u3092\u22121\u301c1\u306e\u6570\u5024\u3067\u6e2c\u308b\u6307\u6a19\u3067\u3059\u30021\u306b\u8fd1\u3044\u307b\u3069\u826f\u3044\u5206\u985e\u30010\u4ed8\u8fd1\u306f\u5883\u754c\u7dda\u4e0a\u3001\u30de\u30a4\u30ca\u30b9\u306f\u9593\u9055\u3063\u305f\u30b0\u30eb\u30fc\u30d7\u306b\u5165\u3063\u3066\u3044\u308b\u53ef\u80fd\u6027\u3092\u793a\u3057\u307e\u3059\u3002\u30af\u30e9\u30b9\u30bf\u6570\u3054\u3068\u306b\u5168\u4f53\u306e\u5e73\u5747\u30b9\u30b3\u30a2\u3092\u8a08\u7b97\u3057\u3001\u30b9\u30b3\u30a2\u304c\u6700\u5927\u306b\u306a\u308b\u30af\u30e9\u30b9\u30bf\u6570\u3092\u9078\u3073\u307e\u3059\u3002<\/p>\r\n<p>\u5b9f\u52d9\u7684\u306b\u306f\u3001\u3053\u306e2\u3064\u306e\u7d50\u679c\u306b\u52a0\u3048\u3066\u3001\u300c5\u301c8\u500b\u304f\u3089\u3044\u304c\u4f01\u753b\u3068\u3057\u3066\u6271\u3044\u3084\u3059\u3044\u300d\u3068\u3044\u3046\u30d3\u30b8\u30cd\u30b9\u4e0a\u306e\u5236\u7d04\u3082\u8003\u616e\u3057\u3066\u6c7a\u3081\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002<\/p>\r\n<b>Step 4\uff1ak-means\u3067\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/b>\r\n<p>\u30af\u30e9\u30b9\u30bf\u6570\u304c\u6c7a\u307e\u3063\u305f\u3089\u3001k-means\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002k-means\u306f\u6700\u3082\u5e83\u304f\u4f7f\u308f\u308c\u308b\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u624b\u6cd5\u3067\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u3067\u3082\u9ad8\u901f\u306b\u52d5\u4f5c\u3057\u3001\u7d50\u679c\u306e\u89e3\u91c8\u3082\u76f4\u611f\u7684\u3067\u3059\u3002<\/p>\r\n<p>\u306a\u304a\u3001\u30c7\u30fc\u30bf\u306e\u898f\u6a21\u304c\u5c0f\u3055\u3044\u5834\u5408(\u6570\u5341\u4ef6\u7a0b\u5ea6)\u306f\u968e\u5c64\u7684\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001\u5909\u6570\u304c\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u4e2d\u5fc3\u306e\u5834\u5408\u306f\u6f5c\u5728\u30af\u30e9\u30b9\u5206\u6790 (LCA) \u306e\u307b\u3046\u304c\u9069\u3057\u3066\u3044\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-27-11.36.58.png\" alt=\"\" width=\"1300\" height=\"398\" class=\"aligncenter size-full wp-image-7789\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-27-11.36.58.png 1300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-27-11.36.58-300x92.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-27-11.36.58-1024x314.png 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-27-11.36.58-768x235.png 768w\" sizes=\"(max-width: 1300px) 100vw, 1300px\" \/><\/p>\r\n<b>Step 5\uff1a\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0<\/b>\r\n<p>\u6700\u5f8c\u306e\u30b9\u30c6\u30c3\u30d7\u304c\u3001\u524d\u8ff0\u306e\u300c\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u5f8c\u306e\u89e3\u91c8\u306b\u4f7f\u3046\u5909\u6570\u300d\u3092\u4f7f\u3063\u3066\u30b0\u30eb\u30fc\u30d7\u306e\u7279\u5fb4\u3092\u8aad\u307f\u89e3\u304f\u4f5c\u696d\u3067\u3059\u3002<\/p>\r\n<p>\u5404\u30af\u30e9\u30b9\u30bf\u306b\u3064\u3044\u3066\u3001\u30c7\u30e2\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\uff08\u5e74\u9f62\u30fb\u5e74\u53ce\u30fb\u6027\u5225\u306a\u3069\uff09\u306e\u69cb\u6210\u6bd4\u3001\u8cfc\u5165\u30d6\u30e9\u30f3\u30c9\u306e\u5206\u5e03\u3001\u6e80\u8db3\u5ea6\u306e\u50be\u5411\u306a\u3069\u3092\u30af\u30ed\u30b9\u96c6\u8a08\u3057\u3001\u30af\u30e9\u30b9\u30bf\u306b\u300c\u540d\u524d\u300d\u3092\u4ed8\u3051\u307e\u3059\u3002\u300c\u30af\u30e9\u30b9\u30bf3\u300d\u3067\u306f\u306a\u304f\u300c\u6210\u5206\u3053\u3060\u308f\u308a\u30ca\u30c1\u30e5\u30e9\u30eb\u5fd7\u5411\u5c64\u300d\u306e\u3088\u3046\u306b\u3001\u30d3\u30b8\u30cd\u30b9\u3067\u4f7f\u3048\u308b\u8a00\u8449\u306b\u7ffb\u8a33\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u753b\u30c1\u30fc\u30e0\u3068\u306e\u5171\u901a\u8a00\u8a9e\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<p>\u3053\u306e\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u306e\u5de5\u7a0b\u3092\u7d4c\u3066\u521d\u3081\u3066\u3001\u300c\u30af\u30e9\u30b9\u30bf3\u306f30\u4ee3\u5973\u6027\u304c\u591a\u304f\u3001\u30aa\u30fc\u30ac\u30cb\u30c3\u30af\u7cfb\u30d6\u30e9\u30f3\u30c9\u306e\u8cfc\u5165\u7387\u304c\u9ad8\u3044\u300d\u3068\u3044\u3063\u305f\u5177\u4f53\u7684\u306a\u767a\u898b\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002\u6570\u5b57\u306e\u7f85\u5217\u3060\u3063\u305f\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u7d50\u679c\u306b\u300c\u610f\u5473\u300d\u304c\u5bbf\u308a\u307e\u3059\u3002<\/p>\r\n<p><!-- notionvc: 7ac3759c-c398-4c80-91f3-6fee2be70e80 --><\/p>\n\n<h2>\u7d50\u679c\u3092\u3069\u3046\u4f1d\u3048\u308b\u304b<\/h2>\n<p>\u5206\u6790\u7d50\u679c\u3092\u4f01\u753b\u4f1a\u8b70\u3067\u4f1d\u3048\u308b\u306b\u306f\u3001\u53ef\u8996\u5316\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002\u5b9f\u52d9\u3067\u7279\u306b\u4f7f\u3044\u3084\u3059\u3044\u306e\u306f\u4ee5\u4e0b\u306e3\u3064\u3067\u3059\u3002<\/p>\r\n<ul>\r\n\t<li><strong>\u30ec\u30fc\u30c0\u30fc\u30c1\u30e3\u30fc\u30c8 :<\/strong> \u30af\u30e9\u30b9\u30bf\u3054\u3068\u306e\u56e0\u5b50\u30b9\u30b3\u30a2\u3092\u30dd\u30ea\u30b4\u30f3\u306e\u5f62\u3067\u793a\u3057\u307e\u3059\u3002\u300c\u3053\u306e\u30bb\u30b0\u30e1\u30f3\u30c8\u306f\u30b3\u30b9\u30d1\u5fd7\u5411\u304c\u7a81\u51fa\u3057\u3066\u3044\u308b\u300d\u3068\u3044\u3063\u305f\u500b\u6027\u304c\u4e00\u76ee\u3067\u308f\u304b\u308a\u307e\u3059\u3002<\/li>\r\n\t<li><strong>\u30d2\u30fc\u30c8\u30de\u30c3\u30d7 :<\/strong> \u30af\u30e9\u30b9\u30bf\u00d7\u5909\u6570\u306e\u5024\u3092\u8272\u306e\u6fc3\u6de1\u3067\u8868\u73fe\u3059\u308b\u3082\u306e\u3067\u3001\u591a\u6570\u306e\u30af\u30e9\u30b9\u30bf\u30fb\u5909\u6570\u3092\u4e00\u89a7\u3067\u6bd4\u8f03\u3059\u308b\u306e\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002<\/li>\r\n\t<li><strong>\u7a4d\u307f\u4e0a\u3052\u68d2\u30b0\u30e9\u30d5 :<\/strong> \u5404\u30af\u30e9\u30b9\u30bf\u306e\u5e74\u9f62\u69cb\u6210\u3084\u5e74\u53ce\u5e2f\u306a\u3069\u3092\u6bd4\u8f03\u3059\u308b\u5b9a\u756a\u624b\u6cd5\u3067\u3059\u3002<\/li>\r\n<\/ul>\r\n<p><!-- notionvc: e6c03709-2234-4852-a649-099c8310c792 --><\/p>\n\n<h2>\u307e\u3068\u3081<\/h2>\n<p>\u5927\u91cf\u306e\u30a2\u30f3\u30b1\u30fc\u30c8\u5909\u6570\u3092\u4f7f\u3063\u305f\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u5206\u6790\u306f\u3001\u300c\u5909\u6570\u306e\u5f79\u5272\u5206\u3051 \u2192 \u56e0\u5b50\u5206\u6790\u3067\u6b21\u5143\u7e2e\u7d04 \u2192 k-means\u3067\u30bb\u30b0\u30e1\u30f3\u30c8\u4f5c\u6210 \u2192 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