{"id":3965,"date":"2023-07-14T11:22:08","date_gmt":"2023-07-14T11:22:08","guid":{"rendered":"https:\/\/statorials.org\/ko\/r%e1%84%8b%e1%85%b4-wmape\/"},"modified":"2023-07-14T11:22:08","modified_gmt":"2023-07-14T11:22:08","slug":"r%e1%84%8b%e1%85%b4-wmape","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/r%e1%84%8b%e1%85%b4-wmape\/","title":{"rendered":"R\uc5d0\uc11c wmpe\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95(\uc608\uc81c \ud3ec\ud568)"},"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>WMPE<\/strong> \uc774\uba70, \uc774\ub294 <strong>\uac00\uc911 \ud3c9\uade0 \uc808\ub300 \ubc31\ubd84\uc728 \uc624\ub958\ub97c<\/strong> \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">WMAPE\ub97c \uacc4\uc0b0\ud558\ub294 \uacf5\uc2dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>WMAPE<\/strong> = (\u03a3|y <sub>i<\/sub> \u2013 \u0177 <sub>i<\/sub> |*wi <sub>)<\/sub> \/ (\u03a3y <sub>i<\/sub> * <sub>wi<\/sub> ) * 100<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uae08:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u03a3<\/strong> &#8211; &#8220;\ud569\uacc4&#8221;\ub97c \uc758\ubbf8\ud558\ub294 \uae30\ud638<\/span><\/li>\n<li> <span style=\"color: #000000;\"><span style=\"color: #000000;\"><b>y <sub>i<\/sub><\/b> \u2013 i <sup>\ubc88\uc9f8<\/sup> \uad00\uce21\uce58\uc758 \uc2e4\uc81c \uac12<\/span><\/span><\/li>\n<li> <span style=\"color: #000000;\"><b>\u0177 <sub>i<\/sub><\/b> \u2013 i <sup>\ubc88\uc9f8<\/sup> \uad00\uce21\uce58\uc758 \uc608\uce21\uac12<\/span><\/li>\n<li> <span style=\"color: #000000;\"><b>w <sub>i<\/sub><\/b> \u2013 i <sup>\ubc88\uc9f8<\/sup> \uad00\uce21\uce58\uc758 \uac00\uc911\uce58<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">R\uc5d0\uc11c WMPE\ub97c \uacc4\uc0b0\ud558\uae30 \uc704\ud574 \ub2e4\uc74c \ud568\uc218\ub97c \uc815\uc758\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong>find_WMAPE &lt;- <span style=\"color: #008000;\">function<\/span> (y, yhat, w){\n  <span style=\"color: #008000;\">return<\/span> (sum(abs(y-yhat)*w)\/sum(y*w)*100)\n}\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \uc608\uc5d0\uc11c\ub294 \uc774 \uae30\ub2a5\uc744 \uc2e4\uc81c\ub85c \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\uc608: R\uc5d0\uc11c WMPE \uacc4\uc0b0<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\uc18c\ub9e4\uc810\uc758 \uc2e4\uc81c \ubc0f \uc608\uce21 \ub9e4\ucd9c\uc5d0 \ub300\ud55c \uc815\ubcf4\uac00 \ud3ec\ud568\ub41c \ub2e4\uc74c\uacfc \uac19\uc740 \ub370\uc774\ud130 \ud504\ub808\uc784\uc774 R\uc5d0 \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(23, 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 23 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;\">\uc2e4\uc81c \ub9e4\ucd9c\uacfc \uc608\uce21 \ub9e4\ucd9c\uc758 \ucc28\uc774\uc5d0 \ub300\ud55c WMAPE\ub97c \uacc4\uc0b0\ud558\ub824\uba74 \uc0ac\uc6a9\ud560 \uac00\uc911\uce58 \ubca1\ud130\ub97c \uc815\uc758\ud55c \ub2e4\uc74c \uc55e\uc11c \uc815\uc758\ud55c WMAPE \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;\">#define function to calculate WMAPE\n<\/span>find_WMAPE &lt;- <span style=\"color: #008000;\">function<\/span> (y, yhat, w){\n  <span style=\"color: #008000;\">return<\/span> (sum(abs(y-yhat)*w)\/sum(y*w)*100)\n}\n\n<span style=\"color: #008080;\">#define weights for each month\n<\/span>weights &lt;- c(20, 20, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6)\n\n<span style=\"color: #008080;\">#calculate WMAPE\n<\/span>find_WMAPE(df$actual, df$predicted, weights)\n\n[1] 13.27635\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uc774 \ubaa8\ub378\uc758 WMPE\ub294 <strong>13.27635%<\/strong> \ub85c \ub098\ud0c0\ub0ac\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc989, \uc608\uc0c1 \ub9e4\ucd9c\uc561\uacfc \uc2e4\uc81c \ub9e4\ucd9c\uc561 \uc0ac\uc774\uc758 \uac00\uc911\ud3c9\uade0 \uc808\ub300\ubc31\ubd84\uc728 \uc624\ucc28\ub294 13.27635%\uc774\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \uc608\uc5d0\uc11c\ub294 1\uc6d4\uacfc 2\uc6d4 \uac12\uc5d0 \ud6e8\uc52c \ub354 \ud070 \uac00\uc911\uce58\ub97c \ud560\ub2f9\ud588\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ud2b9\uc815 \ubb38\uc81c\uc5d0 \ub530\ub77c \ubaa8\ub378\uc758 \uac01 \uc624\ub958\uc758 \uc911\uc694\uc131\uc5d0 \ub530\ub77c \ub2e4\uc591\ud55c \uad00\ucc30\uc5d0 \ub354 \ud06c\uac70\ub098 \ub354 \uc791\uc740 \uac00\uc911\uce58\ub97c \ud560\ub2f9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 R\uc5d0\uc11c \ub2e4\ub978 \uc77c\ubc18\uc801\uc778 \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/ko\/r-\u110f\u1161\u1103\u1173\/\" target=\"_blank\" rel=\"noopener\">R\uc5d0\uc11c MAPE\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/r\u110b\u1174-\u1109\u1173\u1106\u1161\u1111\u1173\/\" target=\"_blank\" rel=\"noopener\">R\uc5d0\uc11c SMPE\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/r\u110b\u1166\u1109\u1165-rmse\u1105\u1173\u11af-\u1100\u1168\u1109\u1161\u11ab\u1112\u1161\u1102\u1173\u11ab-\u1107\u1161\u11bc\u1107\u1165\u11b8\/\" target=\"_blank\" rel=\"noopener\">R\uc5d0\uc11c RMSE\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><\/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 WMPE \uc774\uba70, \uc774\ub294 \uac00\uc911 \ud3c9\uade0 \uc808\ub300 \ubc31\ubd84\uc728 \uc624\ub958\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4. WMAPE\ub97c \uacc4\uc0b0\ud558\ub294 \uacf5\uc2dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4. WMAPE = (\u03a3|y i \u2013 \u0177 i |*wi ) \/ (\u03a3y i * wi ) * 100 \uae08: \u03a3 &#8211; &#8220;\ud569\uacc4&#8221;\ub97c \uc758\ubbf8\ud558\ub294 \uae30\ud638 y i \u2013 i \ubc88\uc9f8 \uad00\uce21\uce58\uc758 \uc2e4\uc81c [&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-3965","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 WMPE\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95(\uc608\uc81c \ud3ec\ud568) \u2013 Statorials<\/title>\n<meta name=\"description\" content=\"\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 \uc608\uc81c\ub97c \ud3ec\ud568\ud558\uc5ec R\uc5d0\uc11c WMAPE(\uac00\uc911 \ud3c9\uade0 \uc808\ub300 \ubc31\ubd84\uc728 \uc624\ub958)\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\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\u110b\u1174-wmape\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"R\uc5d0\uc11c WMPE\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95(\uc608\uc81c \ud3ec\ud568) \u2013 Statorials\" \/>\n<meta property=\"og:description\" content=\"\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 \uc608\uc81c\ub97c \ud3ec\ud568\ud558\uc5ec R\uc5d0\uc11c WMAPE(\uac00\uc911 \ud3c9\uade0 \uc808\ub300 \ubc31\ubd84\uc728 \uc624\ub958)\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/ko\/r\u110b\u1174-wmape\/\" 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