{"id":674,"date":"2023-07-29T03:17:03","date_gmt":"2023-07-29T03:17:03","guid":{"rendered":"https:\/\/statorials.org\/ar\/%d8%a8%d8%b7%d8%a7%d9%82%d8%a9-%d8%b5\/"},"modified":"2023-07-29T03:17:03","modified_gmt":"2023-07-29T03:17:03","slug":"%d8%a8%d8%b7%d8%a7%d9%82%d8%a9-%d8%b5","status":"publish","type":"post","link":"https:\/\/statorials.org\/ar\/%d8%a8%d8%b7%d8%a7%d9%82%d8%a9-%d8%b5\/","title":{"rendered":"\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 mape \u0641\u064a r"},"content":{"rendered":"<p><\/p>\n<hr>\n<p style=\";text-align:right;direction:rtl\"><span style=\"color: #000000;\">\u0623\u062d\u062f \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0644\u0642\u064a\u0627\u0633 \u062f\u0642\u0629 \u0627\u0644\u062a\u0646\u0628\u0624 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0647\u0648 <strong>MAPE<\/strong> \u060c \u0648\u0627\u0644\u0630\u064a \u064a\u0631\u0645\u0632 \u0625\u0644\u0649 <strong>\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u0644\u0644\u062e\u0637\u0623 \u0627\u0644\u0645\u0637\u0644\u0642<\/strong> .<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0635\u064a\u063a\u0629 \u062d\u0633\u0627\u0628 MAPE \u0647\u064a \u0643\u0645\u0627 \u064a\u0644\u064a:<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>MAPE<\/strong> = (1\/n) * \u03a3(|\u0641\u0639\u0644\u064a \u2013 \u0645\u062a\u0648\u0642\u0639| \/ |\u0641\u0639\u0644\u064a|) * 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 \u0641\u0627\u062e\u0631 \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;\">\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 MAPE \u0628\u0634\u0643\u0644 \u0634\u0627\u0626\u0639 \u0644\u0623\u0646\u0647 \u0645\u0646 \u0627\u0644\u0633\u0647\u0644 \u062a\u0641\u0633\u064a\u0631\u0647 \u0648\u0634\u0631\u062d\u0647. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u0639\u0646\u064a \u0642\u064a\u0645\u0629 MAPE \u0627\u0644\u0628\u0627\u0644\u063a\u0629 6% \u0623\u0646 \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0648\u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0647\u0648 6%.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0648\u0641\u0631 \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u0637\u0631\u064a\u0642\u062a\u064a\u0646 \u0645\u062e\u062a\u0644\u0641\u062a\u064a\u0646 \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0645\u0627 \u0644\u062d\u0633\u0627\u0628 MAPE \u0641\u064a R.<\/span><\/p>\n<h3 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0623\u0648\u0644\u0649: \u0627\u0643\u062a\u0628 \u0648\u0638\u064a\u0641\u062a\u0643 \u0627\u0644\u062e\u0627\u0635\u0629<\/strong><\/span><\/h3>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u0646\u0641\u062a\u0631\u0636 \u0623\u0646 \u0644\u062f\u064a\u0646\u0627 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0639\u0645\u0648\u062f \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\u0639\u0645\u0648\u062f \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: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create dataset<\/span>\ndata &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (actual=c(34, 37, 44, 47, 48, 48, 46, 43, 32, 27, 26, 24),\n                   forecast=c(37, 40, 46, 44, 46, 50, 45, 44, 34, 30, 22, 23))\n<span style=\"color: #008080;\">\n#view dataset<\/span>\ndata\n\n   current forecast\n1 34 37\n2 37 40\n3 44 46\n4 47 44\n5 48 46\n6 48 50\n7 46 45\n8 43 44\n9 32 34\n10 27 30\n11 26 22\n12 24 23\n<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u062d\u0633\u0627\u0628 MAPE\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate MAPE<\/span>\nmean(abs((data$actual-data$forecast)\/data$actual)) * 100\n\n[1] 6.467108\n<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u062a\u0628\u064a\u0646 \u0623\u0646 MAPE \u0644\u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0647\u0648 <strong>6.467%<\/strong> . \u0623\u064a \u0623\u0646 \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u0645\u0637\u0644\u0642 \u0628\u064a\u0646 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0648\u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0647\u0648 6.467%.<\/span><\/p>\n<h3 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629: \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062d\u0632\u0645\u0629<\/strong><\/span><\/h3>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u064a\u0636\u064b\u0627 \u062d\u0633\u0627\u0628 MAPE \u0644\u0646\u0641\u0633 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 <strong>MAPE()<\/strong> \u0645\u0646 \u062d\u0632\u0645\u0629 <strong>MLmetrics<\/strong> \u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a:<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0645\u0627\u0628\u064a (y_pred\u060c y_true)<\/strong><\/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>y_pred:<\/strong> \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>y_true:<\/strong> \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0625\u0644\u064a\u0643 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0627\u0644\u0630\u064a \u0633\u0646\u0633\u062a\u062e\u062f\u0645\u0647 \u0641\u064a \u0645\u062b\u0627\u0644\u0646\u0627:<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load MLmetrics package<\/span>\n<span style=\"color: #008000;\">library<\/span> (MLmetrics)\n\n<span style=\"color: #008080;\">#calculate MAPE<\/span>\nMAPE(data$forecast, data$actual)\n\n[1] 0.06467108<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0648\u064a\u0646\u062a\u062c \u0639\u0646 \u0630\u0644\u0643 \u0646\u0641\u0633 \u0642\u064a\u0645\u0629 MAPE \u0627\u0644\u0628\u0627\u0644\u063a\u0629 <strong>6.467%<\/strong> \u0627\u0644\u062a\u064a \u062d\u0633\u0628\u0646\u0627\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0623\u062d\u062f \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0644\u0642\u064a\u0627\u0633 \u062f\u0642\u0629 \u0627\u0644\u062a\u0646\u0628\u0624 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0647\u0648 MAPE \u060c \u0648\u0627\u0644\u0630\u064a \u064a\u0631\u0645\u0632 \u0625\u0644\u0649 \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u0644\u0644\u062e\u0637\u0623 \u0627\u0644\u0645\u0637\u0644\u0642 . \u0635\u064a\u063a\u0629 \u062d\u0633\u0627\u0628 MAPE \u0647\u064a \u0643\u0645\u0627 \u064a\u0644\u064a: MAPE = (1\/n) * \u03a3(|\u0641\u0639\u0644\u064a \u2013 \u0645\u062a\u0648\u0642\u0639| \/ |\u0641\u0639\u0644\u064a|) * 100 \u0630\u0647\u0628: \u03a3 &#8211; \u0631\u0645\u0632 \u0641\u0627\u062e\u0631 \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; [&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 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 MAPE \u0641\u064a R - Statorials<\/title>\n<meta name=\"description\" content=\"\u0634\u0631\u062d \u0645\u0628\u0633\u0637 \u0644\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 MAPE \u0641\u064a R \u0645\u062a\u0636\u0645\u0646\u0627 \u0639\u062f\u0629 \u0623\u0645\u062b\u0644\u0629.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/ar\/\u0628\u0637\u0627\u0642\u0629-\u0635\/\" \/>\n<meta property=\"og:locale\" content=\"az_AZ\" \/>\n<meta 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