{"id":2271,"date":"2023-07-22T23:48:35","date_gmt":"2023-07-22T23:48:35","guid":{"rendered":"https:\/\/statorials.org\/ja\/%e3%83%8f%e3%82%99%e3%83%a9%e3%83%b3%e3%82%b9%e3%81%ae%e3%81%a8%e3%82%8c%e3%81%9f%e7%b2%be%e5%ba%a6%e3%81%ae-python-sklearn\/"},"modified":"2023-07-22T23:48:35","modified_gmt":"2023-07-22T23:48:35","slug":"%e3%83%8f%e3%82%99%e3%83%a9%e3%83%b3%e3%82%b9%e3%81%ae%e3%81%a8%e3%82%8c%e3%81%9f%e7%b2%be%e5%ba%a6%e3%81%ae-python-sklearn","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/%e3%83%8f%e3%82%99%e3%83%a9%e3%83%b3%e3%82%b9%e3%81%ae%e3%81%a8%e3%82%8c%e3%81%9f%e7%b2%be%e5%ba%a6%e3%81%ae-python-sklearn\/","title":{"rendered":"Sklearn \u3092\u4f7f\u7528\u3057\u3066 python \u3067\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u7cbe\u5ea6\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u7cbe\u5ea6\u306f<\/strong>\u3001<a href=\"https:\/\/statorials.org\/ja\/\u56de\u5e30\u3068\u5206\u985e\/\" target=\"_blank\" rel=\"noopener\">\u5206\u985e\u30e2\u30c7\u30eb<\/a>\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u6307\u6a19\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u3088\u3046\u306b\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u7cbe\u5ea6<\/strong>= (\u611f\u5ea6 + \u7279\u7570\u5ea6) \/ 2<\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u611f\u5ea6<\/strong>: \u300c\u771f\u967d\u6027\u7387\u300d \u2013 \u30e2\u30c7\u30eb\u304c\u691c\u51fa\u3067\u304d\u308b\u967d\u6027\u75c7\u4f8b\u306e\u5272\u5408\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u7279\u7570\u5ea6<\/strong>: \u300c\u771f\u9670\u6027\u7387\u300d \u2013 \u30e2\u30c7\u30eb\u304c\u691c\u51fa\u3067\u304d\u308b\u9670\u6027\u30b1\u30fc\u30b9\u306e\u5272\u5408\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u3053\u306e\u30e1\u30c8\u30ea\u30af\u30b9\u306f\u30012 \u3064\u306e\u30af\u30e9\u30b9\u306e\u30d0\u30e9\u30f3\u30b9\u304c\u5d29\u308c\u3066\u3044\u308b\u5834\u5408\u3001\u3064\u307e\u308a\u3001\u4e00\u65b9\u306e\u30af\u30e9\u30b9\u304c\u4ed6\u65b9\u306e\u30af\u30e9\u30b9\u3088\u308a\u3082\u591a\u304f\u8868\u793a\u3055\u308c\u308b\u5834\u5408\u306b\u7279\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u305f\u3068\u3048\u3070\u3001\u30b9\u30dd\u30fc\u30c4 \u30a2\u30ca\u30ea\u30b9\u30c8\u304c<a href=\"https:\/\/statorials.org\/ja\/\u30ed\u30b7\u3099\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30-1\/\" target=\"_blank\" rel=\"noopener\">\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb<\/a>\u3092\u4f7f\u7528\u3057\u3066\u3001400 \u4eba\u306e\u5927\u5b66\u30d0\u30b9\u30b1\u30c3\u30c8\u30dc\u30fc\u30eb\u9078\u624b\u304c NBA \u306b\u30c9\u30e9\u30d5\u30c8\u3055\u308c\u308b\u304b\u3069\u3046\u304b\u3092\u4e88\u6e2c\u3059\u308b\u3068\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u6df7\u540c\u884c\u5217\u306f\u3001\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u884c\u308f\u308c\u305f\u4e88\u6e2c\u3092\u8981\u7d04\u3057\u305f\u3082\u306e\u3067\u3059\u3002<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-20693 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/equilibre1.png\" alt=\"\" width=\"430\" height=\"135\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u30e2\u30c7\u30eb\u306e\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u7cbe\u5ea6\u3092\u8a08\u7b97\u3059\u308b\u306b\u306f\u3001\u307e\u305a\u611f\u5ea6\u3068\u7279\u7570\u5ea6\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u611f\u5ea6<\/strong>: \u300c\u771f\u967d\u6027\u7387\u300d = 15 \/ (15 + 5) = 0.75<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u7279\u7570\u5ea6<\/strong>: \u300c\u771f\u9670\u6027\u7387\u300d = 375 \/ (375 + 5) = 0.9868<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u6b21\u306b\u3001\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u7cbe\u5ea6\u3092\u6b21\u306e\u3088\u3046\u306b\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u7cbe\u5ea6 = (\u611f\u5ea6 + \u7279\u7570\u5ea6) \/ 2<\/span><\/li>\n<li><span style=\"color: #000000;\">\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u7cbe\u5ea6 = (0.75 + 9868) \/ 2<\/span><\/li>\n<li><span style=\"color: #000000;\">\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u7cbe\u5ea6 = 0.8684<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u30e2\u30c7\u30eb\u306e\u5e73\u8861\u7cbe\u5ea6\u306f<strong>0.8684<\/strong>\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u4f8b\u306f\u3001Python \u306e<strong>sklearn<\/strong>\u30e9\u30a4\u30d6\u30e9\u30ea\u306e<strong>Balanced_accuracy_score()<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001\u3053\u306e\u7279\u5b9a\u306e\u30b7\u30ca\u30ea\u30aa\u306e\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u7cbe\u5ea6\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b: Python \u3067\u30d0\u30e9\u30f3\u30b9\u306e\u3068\u308c\u305f\u7cbe\u5ea6\u3092\u8a08\u7b97\u3059\u308b<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001\u4e88\u6e2c\u30af\u30e9\u30b9\u306e\u914d\u5217\u3068\u5b9f\u969b\u306e\u30af\u30e9\u30b9\u306e\u914d\u5217\u3092\u5b9a\u7fa9\u3057\u3001Python \u3067\u30e2\u30c7\u30eb\u306e\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u7cbe\u5ea6\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n<span style=\"color: #008000;\">from<\/span> sklearn. <span style=\"color: #3366ff;\">metrics<\/span> <span style=\"color: #008000;\">import<\/span> balanced_accuracy_score\n\n<span style=\"color: #008080;\">#define array of actual classes\n<\/span>actual = np. <span style=\"color: #3366ff;\">repeat<\/span> ([1, 0], repeats=[20, 380])\n\n<span style=\"color: #008080;\">#define array of predicted classes\n<\/span>pred = np. <span style=\"color: #3366ff;\">repeat<\/span> ([1, 0, 1, 0], repeats=[15, 5, 5, 375])\n\n<span style=\"color: #008080;\">#calculate balanced accuracy score\n<\/span>balanced_accuracy_score(actual, pred)\n\n0.868421052631579<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u5e73\u8861\u7cbe\u5ea6\u306f<strong>0.8684<\/strong>\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u4ee5\u524d\u306b\u624b\u52d5\u3067\u8a08\u7b97\u3057\u305f\u5024\u3068\u4e00\u81f4\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u6ce8<\/strong>: <strong>Balanced_accuracy_score()<\/strong>\u95a2\u6570\u306e\u5b8c\u5168\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306f<a href=\"https:\/\/scikit-learn.org\/stable\/modules\/generated\/sklearn.metrics.balanced_accuracy_score.html\" target=\"_blank\" rel=\"noopener\">\u3053\u3053\u3067<\/a>\u898b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/span><\/h3>\n<p><a href=\"https:\/\/statorials.org\/ja\/\u30cf\u3099\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u7cbe\u5ea6\/\" target=\"_blank\" rel=\"noopener\">\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u7cbe\u5ea6\u306e\u6982\u8981<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u30ed\u30b7\u3099\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30python\/\" target=\"_blank\" rel=\"noopener\">Python \u3067\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/python\u306ef1\u30b9\u30b3\u30a2\/\" target=\"_blank\" rel=\"noopener\">Python \u3067 F1 \u30b9\u30b3\u30a2\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u7cbe\u5ea6\u306f\u3001\u5206\u985e\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u6307\u6a19\u3067\u3059\u3002 \u6b21\u306e\u3088\u3046\u306b\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002 \u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u7cbe\u5ea6= (\u611f\u5ea6 + \u7279\u7570\u5ea6) \/ 2 \u91d1\uff1a \u611f\u5ea6: \u300c\u771f\u967d\u6027\u7387\u300d \u2013 \u30e2\u30c7\u30eb\u304c\u691c\u51fa\u3067\u304d\u308b\u967d [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[],"class_list":["post-2271","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>sklearn \u3092\u4f7f\u7528\u3057\u3066 Python \u3067\u30d0\u30e9\u30f3\u30b9\u306e\u3068\u308c\u305f\u7cbe\u5ea6\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5 - Statorials<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001sklearn \u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066 Python 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