{"id":980,"date":"2023-07-28T02:41:13","date_gmt":"2023-07-28T02:41:13","guid":{"rendered":"https:\/\/statorials.org\/ar\/%d8%b3%d9%85%d8%a7%d8%a8-%d8%a8%d9%8a%d8%ab%d9%88%d9%86\/"},"modified":"2023-07-28T02:41:13","modified_gmt":"2023-07-28T02:41:13","slug":"%d8%b3%d9%85%d8%a7%d8%a8-%d8%a8%d9%8a%d8%ab%d9%88%d9%86","status":"publish","type":"post","link":"https:\/\/statorials.org\/ar\/%d8%b3%d9%85%d8%a7%d8%a8-%d8%a8%d9%8a%d8%ab%d9%88%d9%86\/","title":{"rendered":"\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 smape \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646"},"content":{"rendered":"<p><\/p>\n<hr>\n<p style=\";text-align:right;direction:rtl\"><span style=\"color: #000000;\">\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>\u062e\u0637\u0623 \u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u0627\u0644\u0645\u0637\u0644\u0642\u0629 \u0644\u0644\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u062a\u0645\u0627\u062b\u0644 (SMAPE)<\/strong> \u0644\u0642\u064a\u0627\u0633 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0644\u0644\u0646\u0645\u0627\u0630\u062c. \u064a\u062a\u0645 \u062d\u0633\u0627\u0628\u0647 \u0639\u0644\u0649 \u0627\u0644\u0646\u062d\u0648 \u0627\u0644\u062a\u0627\u0644\u064a:<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>SMAPE<\/strong> = (1\/n) * \u03a3(|\u062a\u0648\u0642\u0639\u0627\u062a \u2013 \u0641\u0639\u0644\u064a\u0629| \/ ((|\u0641\u0639\u0644\u064a\u0629| + |\u062a\u0648\u0642\u0639\u0627\u062a|)\/2) * 100<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0630\u0647\u0628:<\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u03a3<\/strong> &#8211; \u0631\u0645\u0632 \u064a\u0639\u0646\u064a &#8220;\u0627\u0644\u0645\u062c\u0645\u0648\u0639&#8221;<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0646<\/strong> &#8211; \u062d\u062c\u0645 \u0627\u0644\u0639\u064a\u0646\u0629<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u062d\u0642\u064a\u0642\u064a<\/strong> &#8211; \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u062a\u0646\u0628\u0624<\/strong> &#8211; \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><span style=\"color: #000000;\">\u064a\u0634\u0631\u062d \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 SMAPE \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646.<\/span><\/span><\/p>\n<h3 style=\";text-align:right;direction:rtl\"> <strong>\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 SMAPE \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/strong><\/h3>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u0627 \u062a\u0648\u062c\u062f \u062f\u0627\u0644\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0645\u062f\u0645\u062c\u0629 \u0644\u062d\u0633\u0627\u0628 SMAPE\u060c \u0644\u0643\u0646 \u064a\u0645\u0643\u0646\u0646\u0627 \u0625\u0646\u0634\u0627\u0621 \u062f\u0627\u0644\u0629 \u0628\u0633\u064a\u0637\u0629 \u0644\u0644\u0642\u064a\u0627\u0645 \u0628\u0630\u0644\u0643:<\/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 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0645\u0643\u0646\u0646\u0627 \u0628\u0639\u062f \u0630\u0644\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0644\u062d\u0633\u0627\u0628 SMAPE \u0644\u062c\u062f\u0648\u0644\u064a\u0646: \u0623\u062d\u062f\u0647\u0645\u0627 \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0642\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0648\u0627\u0644\u0622\u062e\u0631 \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0642\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629.<\/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 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0648\u0645\u0646 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u0646 \u0646\u0631\u0649 \u0623\u0646 \u0645\u062a\u0648\u0633\u0637 \u0646\u0633\u0628\u0629 \u0627\u0644\u062e\u0637\u0623 \u0627\u0644\u0645\u0637\u0644\u0642 \u0627\u0644\u0645\u062a\u0645\u0627\u062b\u0644 \u0644\u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0647\u0648 <strong>12.45302%<\/strong> .<\/span><\/p>\n<h3 style=\";text-align:right;direction:rtl\"> <strong><span style=\"color: #000000;\">\u0645\u0635\u0627\u062f\u0631 \u0625\u0636\u0627\u0641\u064a\u0629<\/span><\/strong><\/h3>\n<p style=\";text-align:right;direction:rtl\"> <a href=\"https:\/\/en.wikipedia.org\/wiki\/Symmetric_mean_absolute_percentage_error\" target=\"_blank\" rel=\"noopener noreferrer\">\u062f\u062e\u0648\u0644 \u0648\u064a\u0643\u064a\u0628\u064a\u062f\u064a\u0627 \u0644\u0640 SMAPE<\/a><br \/> <a href=\"https:\/\/robjhyndman.com\/hyndsight\/smape\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0623\u0641\u0643\u0627\u0631 Rob J. Hyndman \u062d\u0648\u0644 SMAPE<\/a><br \/> <a href=\"https:\/\/statorials.org\/ar\/\u0628\u0637\u0627\u0642\u0629-\u0628\u0627\u064a\u062b\u0648\u0646\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 MAPE \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/a><br \/> <a href=\"https:\/\/statorials.org\/ar\/\u0628\u0637\u0627\u0642\u0629-\u0635\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 MAPE \u0641\u064a R<\/a><br \/> <a href=\"https:\/\/statorials.org\/ar\/\u0628\u0637\u0627\u0642\u0629-\u0627\u0644\u062a\u0641\u0648\u0642\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 MAPE \u0641\u064a \u0625\u0643\u0633\u0644<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0637\u0623 \u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u0627\u0644\u0645\u0637\u0644\u0642\u0629 \u0644\u0644\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u062a\u0645\u0627\u062b\u0644 (SMAPE) \u0644\u0642\u064a\u0627\u0633 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0644\u0644\u0646\u0645\u0627\u0630\u062c. \u064a\u062a\u0645 \u062d\u0633\u0627\u0628\u0647 \u0639\u0644\u0649 \u0627\u0644\u0646\u062d\u0648 \u0627\u0644\u062a\u0627\u0644\u064a: SMAPE = (1\/n) * \u03a3(|\u062a\u0648\u0642\u0639\u0627\u062a \u2013 \u0641\u0639\u0644\u064a\u0629| \/ ((|\u0641\u0639\u0644\u064a\u0629| + |\u062a\u0648\u0642\u0639\u0627\u062a|)\/2) * 100 \u0630\u0647\u0628: \u03a3 &#8211; \u0631\u0645\u0632 \u064a\u0639\u0646\u064a &#8220;\u0627\u0644\u0645\u062c\u0645\u0648\u0639&#8221; \u0646 &#8211; \u062d\u062c\u0645 \u0627\u0644\u0639\u064a\u0646\u0629 \u062d\u0642\u064a\u0642\u064a &#8211; \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u0624 &#8211; \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u064a\u0634\u0631\u062d \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - 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