{"id":674,"date":"2023-07-29T03:17:03","date_gmt":"2023-07-29T03:17:03","guid":{"rendered":"https:\/\/statorials.org\/ko\/r-%e1%84%8f%e1%85%a1%e1%84%83%e1%85%b3\/"},"modified":"2023-07-29T03:17:03","modified_gmt":"2023-07-29T03:17:03","slug":"r-%e1%84%8f%e1%85%a1%e1%84%83%e1%85%b3","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/r-%e1%84%8f%e1%85%a1%e1%84%83%e1%85%b3\/","title":{"rendered":"R\uc5d0\uc11c mape\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\ubaa8\ub378\uc758 \uc608\uce21 \uc815\ud655\ub3c4\ub97c \uce21\uc815\ud558\ub294 \ub370 \uac00\uc7a5 \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uce21\uc815\ud56d\ubaa9 \uc911 \ud558\ub098\ub294 <strong>\ud3c9\uade0 \uc808\ub300 \ubc31\ubd84\uc728 \uc624\ucc28\ub97c<\/strong> \ub098\ud0c0\ub0b4\ub294 <strong>MAPE<\/strong> \uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">MAPE\ub97c \uacc4\uc0b0\ud558\ub294 \uacf5\uc2dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>MAPE<\/strong> = (1\/n) * \u03a3(|\uc2e4\uc81c \u2013 \uc608\uce21| \/ |\uc2e4\uc81c|) * 100<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uae08:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u03a3<\/strong> \u2013 &#8220;\ud569\uacc4&#8221;\ub97c \uc758\ubbf8\ud558\ub294 \ud654\ub824\ud55c \uae30\ud638<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>n<\/strong> \u2013 \ud45c\ubcf8 \ud06c\uae30<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>real<\/strong> \u2013 \ub370\uc774\ud130\uc758 \uc2e4\uc81c \uac12<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\uc608\uce21<\/strong> \u2013 \ub370\uc774\ud130\uc758 \uc608\uc0c1 \uac12<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">MAPE\ub294 \ud574\uc11d\uacfc \uc124\uba85\uc774 \uc27d\uae30 \ub54c\ubb38\uc5d0 \ud754\ud788 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 MAPE \uac12\uc774 6%\ub77c\ub294 \uac83\uc740 \uc608\uce21\uac12\uacfc \uc2e4\uc81c\uac12\uc758 \ud3c9\uade0 \ucc28\uc774\uac00 6%\ub77c\ub294 \uc758\ubbf8\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 R\uc5d0\uc11c MAPE\ub97c \uacc4\uc0b0\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ub450 \uac00\uc9c0 \ubc29\ubc95\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\ubc29\ubc95 1: \uc790\uc2e0\ub9cc\uc758 \ud568\uc218 \uc791\uc131<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\uc2e4\uc81c \ub370\uc774\ud130 \uac12\uc744 \ud3ec\ud568\ud558\ub294 \uc5f4\uacfc \uc608\uce21 \ub370\uc774\ud130 \uac12\uc744 \ud3ec\ud568\ud558\ub294 \uc5f4\uc774 \uc788\ub294 \ub370\uc774\ud130 \uc138\ud2b8\uac00 \uc788\ub2e4\uace0 \uac00\uc815\ud569\ub2c8\ub2e4.<\/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> <span style=\"color: #000000;\">MAPE\ub97c \uacc4\uc0b0\ud558\ub824\uba74 \ub2e4\uc74c \ud568\uc218\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/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$actual)) * 100\n\n[1] 6.467108\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uc774 \ubaa8\ub378\uc758 MAPE\ub294 <strong>6.467%<\/strong> \ub85c \ub098\ud0c0\ub0ac\uc2b5\ub2c8\ub2e4. \uc989, \uc608\uce21\uac12\uacfc \uc2e4\uc81c\uac12\uc758 \ud3c9\uade0\uc808\ub300\ucc28\ub294 6.467%\uc774\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\ubc29\ubc95 2: \ud328\ud0a4\uc9c0 \uc0ac\uc6a9<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \uad6c\ubb38\uc744 \uc0ac\uc6a9\ud558\ub294 <strong>MLmetrics<\/strong> \ud328\ud0a4\uc9c0\uc758 <strong>MAPE()<\/strong> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub3d9\uc77c\ud55c \ub370\uc774\ud130\uc138\ud2b8\uc5d0 \ub300\ud574 MAPE\ub97c \uacc4\uc0b0\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>MAPE(y_pred, y_true)<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uae08:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>y_pred:<\/strong> \uc608\uce21\uac12<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>y_true:<\/strong> \uc2e4\uc81c \uac12<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uc608\uc81c\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uad6c\ubb38\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load MLmetrics package<\/span>\n<span style=\"color: #008000;\">library<\/span> (MLmetrics)\n\n<span style=\"color: #008080;\">#calculate MAPE<\/span>\nMAPE(data$forecast, data$actual)\n\n[1] 0.06467108<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uc774\ub294 \uc774\uc804 \ubc29\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \uacc4\uc0b0\ud55c \uac83\uacfc \ub3d9\uc77c\ud55c MAPE \uac12 <strong>6.467%<\/strong> \ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ubaa8\ub378\uc758 \uc608\uce21 \uc815\ud655\ub3c4\ub97c \uce21\uc815\ud558\ub294 \ub370 \uac00\uc7a5 \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uce21\uc815\ud56d\ubaa9 \uc911 \ud558\ub098\ub294 \ud3c9\uade0 \uc808\ub300 \ubc31\ubd84\uc728 \uc624\ucc28\ub97c \ub098\ud0c0\ub0b4\ub294 MAPE \uc785\ub2c8\ub2e4. MAPE\ub97c \uacc4\uc0b0\ud558\ub294 \uacf5\uc2dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4. MAPE = (1\/n) * \u03a3(|\uc2e4\uc81c \u2013 \uc608\uce21| \/ |\uc2e4\uc81c|) * 100 \uae08: \u03a3 \u2013 &#8220;\ud569\uacc4&#8221;\ub97c \uc758\ubbf8\ud558\ub294 \ud654\ub824\ud55c \uae30\ud638 n \u2013 \ud45c\ubcf8 \ud06c\uae30 real \u2013 \ub370\uc774\ud130\uc758 \uc2e4\uc81c \uac12 \uc608\uce21 \u2013 \ub370\uc774\ud130\uc758 \uc608\uc0c1 \uac12 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[],"class_list":["post-674","post","type-post","status-publish","format-standard","hentry","category-20"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>R\uc5d0\uc11c MAPE\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95 - Statorials<\/title>\n<meta name=\"description\" content=\"\uba87 \uac00\uc9c0 \uc608\ub97c \ud3ec\ud568\ud558\uc5ec R\uc5d0\uc11c MAPE\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud55c \uac04\ub2e8\ud55c \uc124\uba85\uc785\ub2c8\ub2e4.\" \/>\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\/ko\/r-\u110f\u1161\u1103\u1173\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"R\uc5d0\uc11c MAPE\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95 - 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