{"id":1354,"date":"2023-07-26T18:02:38","date_gmt":"2023-07-26T18:02:38","guid":{"rendered":"https:\/\/statorials.org\/ja\/%e7%b5%b6%e5%af%be%e3%82%a8%e3%83%a9%e3%83%bcpython%e3%82%92%e6%84%8f%e5%91%b3%e3%81%97%e3%81%be%e3%81%99\/"},"modified":"2023-07-26T18:02:38","modified_gmt":"2023-07-26T18:02:38","slug":"%e7%b5%b6%e5%af%be%e3%82%a8%e3%83%a9%e3%83%bcpython%e3%82%92%e6%84%8f%e5%91%b3%e3%81%97%e3%81%be%e3%81%99","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/%e7%b5%b6%e5%af%be%e3%82%a8%e3%83%a9%e3%83%bcpython%e3%82%92%e6%84%8f%e5%91%b3%e3%81%97%e3%81%be%e3%81%99\/","title":{"rendered":"Python \u3067\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u7d71\u8a08\u5b66\u3067\u306f\u3001<strong>\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee<\/strong>(MAE) \u306f\u3001\u7279\u5b9a\u306e\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3092\u6e2c\u5b9a\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002\u6b21\u306e\u3088\u3046\u306b\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">MAE = (1\/n) * \u03a3|y <sub>i<\/sub> \u2013 x <sub>i<\/sub> |<\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u03a3\uff1a<\/strong> \u300c\u548c\u300d\u3092\u610f\u5473\u3059\u308b\u30ae\u30ea\u30b7\u30e3\u8a9e\u306e\u8a18\u53f7<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>y <sub>i<\/sub> :<\/strong> <sup>i \u756a\u76ee\u306e<\/sup>\u89b3\u6e2c\u5024\u306e\u89b3\u6e2c\u5024<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>x <sub>i<\/sub> :<\/strong> <sup>i \u756a\u76ee<\/sup>\u306e\u89b3\u6e2c\u5024\u306e\u4e88\u6e2c\u5024<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>n:<\/strong>\u89b3\u6e2c\u5024\u306e\u7dcf\u6570<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">Scikit-learn \u306e<a href=\"https:\/\/scikit-learn.org\/stable\/modules\/generated\/sklearn.metrics.mean_absolute_error.html\" target=\"_blank\" rel=\"noopener\">Mean_absolute_error()<\/a>\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001Python \u3067\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3092\u7c21\u5358\u306b\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u3053\u306e\u6a5f\u80fd\u306e\u5b9f\u969b\u7684\u306a\u4f7f\u7528\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b: Python \u3067\u306e\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u306e\u8a08\u7b97<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">Python \u306b\u6b21\u306e\u5b9f\u969b\u306e\u5024\u3068\u4e88\u6e2c\u5024\u306e\u914d\u5217\u304c\u3042\u308b\u3068\u3057\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>actual = [12, 13, 14, 15, 15, 22, 27]\npred = [11, 13, 14, 14, 15, 16, 18]\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001\u3053\u306e\u30e2\u30c7\u30eb\u306e\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\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;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">from<\/span> sklearn. <span style=\"color: #3366ff;\">metrics<\/span> <span style=\"color: #008000;\">import<\/span> mean_absolute_error <span style=\"color: #008000;\">as<\/span> mae\n\n<span style=\"color: #008080;\">#calculate MAE<\/span>\nmae(actual, pred)\n\n2.4285714285714284\n<\/strong><\/span><\/pre>\n<p><span style=\"color: #000000;\">\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee (MAE) \u306f<strong>2.42857<\/strong>\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u308c\u306f\u3001\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u5024\u3068\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u4e88\u6e2c\u3055\u308c\u305f\u5024\u306e\u9593\u306e\u5e73\u5747\u5dee\u304c 2.42857 \u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e MAE \u3092\u4ed6\u306e\u4e88\u6e2c\u30e2\u30c7\u30eb\u3067\u53d6\u5f97\u3057\u305f MAE \u3068\u6bd4\u8f03\u3057\u3066\u3001\u3069\u306e\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u6700\u3082\u512a\u308c\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u7279\u5b9a\u306e\u30e2\u30c7\u30eb\u306e MAE \u304c\u4f4e\u3044\u307b\u3069\u3001\u30e2\u30c7\u30eb\u306f\u5b9f\u969b\u306e\u5024\u3092\u3088\u308a\u9069\u5207\u306b\u4e88\u6e2c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u6ce8:<\/strong>\u3053\u306e\u95a2\u6570\u304c\u6b63\u3057\u304f\u52d5\u4f5c\u3059\u308b\u306b\u306f\u3001\u5b9f\u969b\u306e\u5024\u306e\u914d\u5217\u3068\u4e88\u6e2c\u5024\u306e\u914d\u5217\u306e\u4e21\u65b9\u304c\u540c\u3058\u9577\u3055\u3067\u3042\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<h3><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/h3>\n<p><a href=\"https:\/\/statorials.org\/ja\/\u30cf\u309a\u30a4\u30bd\u30f3\u30ab\u30fc\u30c8\u3099\/\" target=\"_blank\" rel=\"noopener\">Python \u3067 MAPE \u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u30b9\u30de\u30c3\u30d5\u309a\u30cf\u309a\u30a4\u30bd\u30f3\/\" target=\"_blank\" rel=\"noopener\">Python \u3067 SMAPE \u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u4e8c\u4e57\u8aa4\u5deepython\u3092\u610f\u5473\u3057\u307e\u3059\/\" target=\"_blank\" rel=\"noopener\">Python \u3067 MSE \u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7d71\u8a08\u5b66\u3067\u306f\u3001\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee(MAE) \u306f\u3001\u7279\u5b9a\u306e\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3092\u6e2c\u5b9a\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002\u6b21\u306e\u3088\u3046\u306b\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002 MAE = (1\/n) * \u03a3|y i \u2013 x i | \u91d1\uff1a \u03a3\uff1a \u300c\u548c\u300d\u3092\u610f\u5473\u3059\u308b\u30ae\u30ea\u30b7\u30e3\u8a9e\u306e\u8a18\u53f7 y i : i [&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-1354","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>Python \u3067\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5 - Statology<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001Python \u3067\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u3044\u304f\u3064\u304b\u306e\u4f8b\u3068\u3068\u3082\u306b\u8aac\u660e\u3057\u307e\u3059\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link 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