{"id":980,"date":"2023-07-28T02:41:13","date_gmt":"2023-07-28T02:41:13","guid":{"rendered":"https:\/\/statorials.org\/ja\/%e3%82%b9%e3%83%9e%e3%83%83%e3%83%95%e3%82%9a%e3%83%8f%e3%82%9a%e3%82%a4%e3%82%bd%e3%83%b3\/"},"modified":"2023-07-28T02:41:13","modified_gmt":"2023-07-28T02:41:13","slug":"%e3%82%b9%e3%83%9e%e3%83%83%e3%83%95%e3%82%9a%e3%83%8f%e3%82%9a%e3%82%a4%e3%82%bd%e3%83%b3","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/%e3%82%b9%e3%83%9e%e3%83%83%e3%83%95%e3%82%9a%e3%83%8f%e3%82%9a%e3%82%a4%e3%82%bd%e3%83%b3\/","title":{"rendered":"Python \u3067 smape \u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u5bfe\u79f0\u5e73\u5747\u7d76\u5bfe\u30d1\u30fc\u30bb\u30f3\u30c8\u8aa4\u5dee (SMAPE) \u306f\u3001<\/strong>\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u7cbe\u5ea6\u3092\u6e2c\u5b9a\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u6b21\u306e\u3088\u3046\u306b\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>SMAPE<\/strong> = (1\/n) * \u03a3(|\u4e88\u6e2c \u2013 \u5b9f\u7e3e| \/ ((|\u5b9f\u969b| + |\u4e88\u6e2c|)\/2) * 100<\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u03a3<\/strong> \u2013 \u300c\u548c\u300d\u3092\u610f\u5473\u3059\u308b\u8a18\u53f7<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>n<\/strong> \u2013 \u30b5\u30f3\u30d7\u30eb\u30b5\u30a4\u30ba<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>real<\/strong> \u2013 \u30c7\u30fc\u30bf\u306e\u5b9f\u969b\u306e\u5024<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u4e88\u6e2c<\/strong>\u2013 \u30c7\u30fc\u30bf\u306e\u671f\u5f85\u5024<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\"><span style=\"color: #000000;\">\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001Python \u3067 SMAPE \u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/span><\/p>\n<h3> <strong>Python \u3067 SMAPE \u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/strong><\/h3>\n<p><span style=\"color: #000000;\">SMAPE \u3092\u8a08\u7b97\u3059\u308b\u305f\u3081\u306e\u7d44\u307f\u8fbc\u307f\u306e Python \u95a2\u6570\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u305d\u308c\u3092\u884c\u3046\u305f\u3081\u306e\u7c21\u5358\u306a\u95a2\u6570\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import <span style=\"color: #000000;\">numpy<\/span> as <span style=\"color: #000000;\">np<\/span>\n\n<span style=\"color: #000000;\"><span style=\"color: #008000;\">def<\/span> smape( <span style=\"color: #3366ff;\">a<\/span> , <span style=\"color: #3366ff;\">f<\/span> ):\n    <span style=\"color: #008000;\">return<\/span> 1\/ <span style=\"color: #3366ff;\">len<\/span> (a) * np. <span style=\"color: #3366ff;\">sum<\/span> (2 * np. <span style=\"color: #3366ff;\">abs<\/span> (fa) \/ (np. <span style=\"color: #3366ff;\">abs<\/span> (a) + np. <span style=\"color: #3366ff;\">abs<\/span> (f))*100)\n<\/span><\/span><\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u6b21\u306b\u3001\u3053\u306e\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066 2 \u3064\u306e\u30c6\u30fc\u30d6\u30eb (\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u5024\u3092\u542b\u3080\u30c6\u30fc\u30d6\u30eb\u3068\u4e88\u6e2c\u30c7\u30fc\u30bf\u5024\u3092\u542b\u3080\u30c6\u30fc\u30d6\u30eb) \u306e SMAPE \u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define arrays of actual and forecasted data values<\/span>\nactual = np.array([12, 13, 14, 15, 15,22, 27])\nforecast = np.array([11, 13, 14, 14, 15, 16, 18])\n\n<span style=\"color: #008080;\">#calculate SMAPE<\/span>\nsmape(actual, forecast)\n\n12.45302\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u7d50\u679c\u304b\u3089\u3001\u3053\u306e\u30e2\u30c7\u30eb\u306e\u5e73\u5747\u5bfe\u79f0\u7d76\u5bfe\u30d1\u30fc\u30bb\u30f3\u30c8\u8aa4\u5dee\u306f<strong>12.45302%<\/strong>\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/span><\/p>\n<h3><strong><span style=\"color: #000000;\">\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/span><\/strong><\/h3>\n<p><a href=\"https:\/\/en.wikipedia.org\/wiki\/Symmetric_mean_absolute_percentage_error\" target=\"_blank\" rel=\"noopener noreferrer\">SMAPE \u306b\u95a2\u3059\u308b\u30a6\u30a3\u30ad\u30da\u30c7\u30a3\u30a2\u306e\u9805\u76ee<\/a><br \/><a href=\"https:\/\/robjhyndman.com\/hyndsight\/smape\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u30ed\u30d6\u30fbJ\u30fb\u30cf\u30a4\u30f3\u30c9\u30de\u30f3\u306eSMAPE\u3078\u306e\u601d\u3044<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u30cf\u309a\u30a4\u30bd\u30f3\u30ab\u30fc\u30c8\u3099\/\" target=\"_blank\" rel=\"noopener noreferrer\">Python \u3067 MAPE \u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/r\u30ab\u30fc\u30c8\u3099\/\" target=\"_blank\" rel=\"noopener noreferrer\">R\u3067MAPE\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u30a8\u30af\u30bb\u30eb\u30ab\u30fc\u30c8\u3099\/\" target=\"_blank\" rel=\"noopener noreferrer\">Excel \u3067 MAPE \u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfe\u79f0\u5e73\u5747\u7d76\u5bfe\u30d1\u30fc\u30bb\u30f3\u30c8\u8aa4\u5dee (SMAPE) \u306f\u3001\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u7cbe\u5ea6\u3092\u6e2c\u5b9a\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u6b21\u306e\u3088\u3046\u306b\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002 SMAPE = (1\/n) * \u03a3(|\u4e88\u6e2c \u2013 \u5b9f\u7e3e| \/ ((|\u5b9f\u969b| + |\u4e88\u6e2c|)\/2) *  [&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-980","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 SMAPE \u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5 - \u7d71\u8a08<\/title>\n<meta name=\"description\" content=\"Python \u3067 SMAPE 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