{"id":1621,"date":"2023-07-25T15:11:42","date_gmt":"2023-07-25T15:11:42","guid":{"rendered":"https:\/\/statorials.org\/ko\/r%e1%84%8b%e1%85%b4-%e1%84%91%e1%85%a7%e1%86%bc%e1%84%80%e1%85%b2%e1%86%ab-%e1%84%8c%e1%85%a5%e1%86%af%e1%84%83%e1%85%a2-%e1%84%8b%e1%85%a9%e1%84%85%e1%85%b2\/"},"modified":"2023-07-25T15:11:42","modified_gmt":"2023-07-25T15:11:42","slug":"r%e1%84%8b%e1%85%b4-%e1%84%91%e1%85%a7%e1%86%bc%e1%84%80%e1%85%b2%e1%86%ab-%e1%84%8c%e1%85%a5%e1%86%af%e1%84%83%e1%85%a2-%e1%84%8b%e1%85%a9%e1%84%85%e1%85%b2","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/r%e1%84%8b%e1%85%b4-%e1%84%91%e1%85%a7%e1%86%bc%e1%84%80%e1%85%b2%e1%86%ab-%e1%84%8c%e1%85%a5%e1%86%af%e1%84%83%e1%85%a2-%e1%84%8b%e1%85%a9%e1%84%85%e1%85%b2\/","title":{"rendered":"R\uc5d0\uc11c \ud3c9\uade0 \uc808\ub300 \uc624\ucc28\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\ud1b5\uacc4\uc5d0\uc11c <strong>\ud3c9\uade0\uc808\ub300\uc624\ucc28<\/strong> (MAE)\ub294 \uc8fc\uc5b4\uc9c4 \ubaa8\ub378\uc758 \uc815\ud655\ub3c4\ub97c \uce21\uc815\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">MAE = (1\/n) * \u03a3|y <sub>i<\/sub> \u2013 x <sub>i<\/sub> |<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uae08:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u03a3:<\/strong> &#8220;\ud569\uacc4&#8221;\ub97c \uc758\ubbf8\ud558\ub294 \uadf8\ub9ac\uc2a4 \uae30\ud638<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>y <sub>i<\/sub> :<\/strong> i <sup>\ubc88\uc9f8<\/sup> \uad00\uce21\uce58\uc5d0 \ub300\ud55c \uad00\uce21\uac12<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>x <sub>i<\/sub> :<\/strong> <sup>i\ubc88\uc9f8<\/sup> \uad00\uce21\uce58\uc5d0 \ub300\ud55c \uc608\uce21\uac12<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>n:<\/strong> \ucd1d \uad00\uce21\uce58 \uc218<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><strong>Metrics<\/strong> \ud328\ud0a4\uc9c0\uc758 <strong>mae(\uc2e4\uc81c, \uc608\uce21)<\/strong> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec R\uc758 \ud3c9\uade0 \uc808\ub300 \uc624\ucc28\ub97c \uacc4\uc0b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 \uc2e4\uc81c\ub85c \uc774 \uae30\ub2a5\uc744 \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud55c \ub450 \uac00\uc9c0 \uc608\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\uc608\uc2dc 1: \ub450 \ubca1\ud130 \uac04\uc758 \ud3c9\uade0 \uc808\ub300 \uc624\ucc28 \uacc4\uc0b0<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ucf54\ub4dc\ub294 \uad00\uce21\uac12 \ubca1\ud130\uc640 \uc608\uce21\uac12 \ubca1\ud130 \uc0ac\uc774\uc758 \ud3c9\uade0 \uc808\ub300 \uc624\ucc28\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #993300;\">library<\/span> (Metrics)\n\n<span style=\"color: #008080;\">#define observed and predicted values\n<\/span>observed &lt;- c(12, 13, 14, 15, 15, 22, 27, 29, 29, 30, 32)\npredicted &lt;- c(11, 13, 14, 14, 16, 19, 24, 30, 32, 36, 30)\n\n<span style=\"color: #008080;\">#calculate mean absolute error between vectors\n<\/span>mae(observed, predicted)\n\n[1] 1.909091\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\ud3c9\uade0\uc808\ub300\uc624\ucc28(MAE)\ub294 <strong>1.909<\/strong> \ub85c \ub098\ud0c0\ub0ac\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774\ub294 \uad00\uce21\uac12\uacfc \uc608\uce21\uac12\uc758 \ud3c9\uade0\uc808\ub300\ucc28\uac00 1.909\uc784\uc744 \uc54c\ub824\uc900\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\uc608 2: \ud68c\uadc0 \ubaa8\ub378\uc758 \ud3c9\uade0 \uc808\ub300 \uc624\ucc28 \uacc4\uc0b0<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ucf54\ub4dc\ub294 R\uc5d0\uc11c <a href=\"https:\/\/statorials.org\/ko\/\u1103\u1161\u110c\u116e\u11bc-\u1109\u1165\u11ab\u1112\u1167\u11bc-\u1112\u116c\u1100\u1171-r\/\" target=\"_blank\" rel=\"noopener\">\ud68c\uadc0 \ubaa8\ub378\uc744<\/a> \ub9de\ucd98 \ub2e4\uc74c \ubaa8\ub378\uc5d0 \uc758\ud574 \uc218\ud589\ub41c \uc608\uce21\uacfc \uc2e4\uc81c \uad00\ucc30\ub41c \uc751\ub2f5 \uac12 \uc0ac\uc774\uc758 \ud3c9\uade0 \uc808\ub300 \uc624\ucc28\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #993300;\">library<\/span> (Metrics)\n\n<span style=\"color: #008080;\">#create data\n<\/span>df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (x1=c(1, 3, 3, 4, 4, 6, 6, 8, 9, 3),\n                 x2=c(7, 7, 4, 10, 13, 12, 17, 19, 20, 34),\n                 y=c(17, 18, 19, 20, 24, 28, 25, 29, 30, 32))\n\n<span style=\"color: #008080;\">#view first six rows of data<\/span>\nhead(df)\n\n  x1 x2 y\n1 1 7 17\n2 3 7 18\n3 3 4 19\n4 4 10 20\n5 4 13 24\n6 6 12 28\n\n<span style=\"color: #008080;\">#fit regression model\n<\/span>model &lt;- lm(y~x1+x2, data=df)\n\n<span style=\"color: #008080;\">#calculate MAE between predicted values and observed values<\/span>\nmae(df$y, predict(model))\n\n[1] 1.238241\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\ud3c9\uade0\uc808\ub300\uc624\ucc28(MAE)\ub294 <strong>1.238<\/strong> \ub85c \ub098\ud0c0\ub0ac\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774\ub294 \uad00\uce21\uac12\uacfc \uc608\uce21\uac12\uc758 \ud3c9\uade0\uc808\ub300\ucc28\uac00 1.238\uc784\uc744 \uc54c\ub824\uc900\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc77c\ubc18\uc801\uc73c\ub85c MAE \uac12\uc774 \ub0ae\uc744\uc218\ub85d \ubaa8\ub378\uc774 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \ub354 \uc798 \uc801\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc11c\ub85c \ub2e4\ub978 \ub450 \ubaa8\ub378\uc744 \ube44\uad50\ud560 \ub54c \uac01 \ubaa8\ub378\uc758 MAE\ub97c \ube44\uad50\ud558\uc5ec \uc5b4\ub5a4 \ubaa8\ub378\uc774 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \uac00\uc7a5 \uc801\ud569\ud55c\uc9c0 \uc54c\uc544\ub0bc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/span><\/h3>\n<p> \ud3c9\uade0 \uc808\ub300 \uc624\ucc28 \uacc4\uc0b0\uae30<br \/> <a href=\"https:\/\/statorials.org\/ko\/\u110c\u1165\u11af\u1103\u1162-\u110b\u1169\u1105\u1172\u1105\u1173\u11af-\u110b\u1174\u1106\u1175\u1112\u1161\u11b8\u1102\u1175\u1103\u1161.\/\" target=\"_blank\" rel=\"noopener\">Excel\uc5d0\uc11c \ud3c9\uade0 \uc808\ub300 \uc624\ub958\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u110c\u1165\u11af\u1103\u1162-\u110b\u1169\u1105\u1172-\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\u110b\u1173\u11af-\u110b\u1174\u1106\u1175\u1112\u1161\u11b8\u1102\u1175\u1103\u1161.\/\" target=\"_blank\" rel=\"noopener\">Python\uc5d0\uc11c \ud3c9\uade0 \uc808\ub300 \uc624\ub958\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ud1b5\uacc4\uc5d0\uc11c \ud3c9\uade0\uc808\ub300\uc624\ucc28 (MAE)\ub294 \uc8fc\uc5b4\uc9c4 \ubaa8\ub378\uc758 \uc815\ud655\ub3c4\ub97c \uce21\uc815\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4. MAE = (1\/n) * \u03a3|y i \u2013 x i | \uae08: \u03a3: &#8220;\ud569\uacc4&#8221;\ub97c \uc758\ubbf8\ud558\ub294 \uadf8\ub9ac\uc2a4 \uae30\ud638 y i : i \ubc88\uc9f8 \uad00\uce21\uce58\uc5d0 \ub300\ud55c \uad00\uce21\uac12 x i : i\ubc88\uc9f8 \uad00\uce21\uce58\uc5d0 \ub300\ud55c \uc608\uce21\uac12 n: \ucd1d \uad00\uce21\uce58 \uc218 Metrics \ud328\ud0a4\uc9c0\uc758 mae(\uc2e4\uc81c, \uc608\uce21) \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec R\uc758 \ud3c9\uade0 \uc808\ub300 [&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-1621","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 \ud3c9\uade0 \uc808\ub300 \uc624\ucc28\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95 - 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