{"id":676,"date":"2023-07-29T03:09:22","date_gmt":"2023-07-29T03:09:22","guid":{"rendered":"https:\/\/statorials.org\/ko\/%e1%84%8c%e1%85%a1%e1%86%ab%e1%84%8b%e1%85%a7-%e1%84%8e%e1%85%ae%e1%84%8c%e1%85%a5%e1%86%a8-r\/"},"modified":"2023-07-29T03:09:22","modified_gmt":"2023-07-29T03:09:22","slug":"%e1%84%8c%e1%85%a1%e1%86%ab%e1%84%8b%e1%85%a7-%e1%84%8e%e1%85%ae%e1%84%8c%e1%85%a5%e1%86%a8-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/%e1%84%8c%e1%85%a1%e1%86%ab%e1%84%8b%e1%85%a7-%e1%84%8e%e1%85%ae%e1%84%8c%e1%85%a5%e1%86%a8-r\/","title":{"rendered":"R\uc5d0\uc11c \uc794\ucc28 \ud50c\ub86f\uc744 \ub9cc\ub4dc\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\uc794\ucc28 \ub3c4\ud45c\ub294<\/strong> \ud68c\uadc0 \ubd84\uc11d\uc758 <a href=\"https:\/\/statorials.org\/ko\/\u110c\u1161\u11ab\u110b\u1167\u1106\u116e\u11af\/\" target=\"_blank\" rel=\"noopener\">\uc794\ucc28\uac00<\/a> \uc815\uaddc \ubd84\ud3ec\ub97c \ub530\ub974\ub294\uc9c0 \uc5ec\ubd80\uc640 <a href=\"https:\/\/statorials.org\/ko\/\u1110\u1169\u11bc\u1100\u1168\u1112\u1161\u11a8\u110b\u1173\u11ab-\u1100\u1161\u11ab\u1103\u1161\u11ab\u1112\u1161\u1100\u1169-\u110c\u1175\u11a8\u110c\u1165\u11b8\u110c\u1165\u11a8\u110b\u1175\u11ab-\u1107\u1161\u11bc\u1107\u1165\u11b8\u110b\u1173\u1105\u1169-\u1100\u1162\u1102\u1167\u11b7\u110b\u1173\u11af-\u1109\u1165\u11af\u1106\u1167\u11bc\u1112\u1161\u1106\u1173\u1105\u1169-\u1110\u1169\u11bc\u1100\u1168\u1105\u1173\u11af-\u1103\u1165-\u1109\u1171\u11b8\u1100\u1166-\u1107\u1162\u110b\u116e\u11af-\u1109\u116e-\u110b\u1175\u11bb\u1109\u1173\u11b8\u1102\u1175\u1103\u1161.\/\" target=\"_blank\" rel=\"noopener\">\uc774\ubd84\uc0b0\uc131\uc744<\/a> \ub098\ud0c0\ub0b4\ub294\uc9c0 \uc5ec\ubd80\ub97c \ud3c9\uac00\ud558\ub294 \ub370 \uc790\uc8fc \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 R\uc5d0\uc11c \ud68c\uadc0 \ubaa8\ub378\uc5d0 \ub300\ud55c \uc794\ucc28 \ud50c\ub86f\uc744 \ub9cc\ub4dc\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3> <strong>\uc608: R\uc758 \uc794\ucc28 \ub3c4\ud45c<\/strong><\/h3>\n<p> <span style=\"color: #000000;\">\uc774 \uc608\uc5d0\uc11c\ub294 <strong>mtcars<\/strong> \ub0b4\uc7a5 R \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud68c\uadc0 \ubaa8\ub378\uc744 \ub9de\ucd98 \ub2e4\uc74c \uc138 \uac00\uc9c0 \ub2e4\ub978 \uc794\ucc28 \ud50c\ub86f\uc744 \uc0dd\uc131\ud558\uc5ec \uc794\ucc28\ub97c \ubd84\uc11d\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1\ub2e8\uacc4: \ud68c\uadc0 \ubaa8\ub378\uc744 \uc801\ud569\uc2dc\ud0b5\ub2c8\ub2e4.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uba3c\uc800 <strong>mpg\ub97c<\/strong> \uc751\ub2f5 \ubcc0\uc218\ub85c \uc0ac\uc6a9\ud558\uace0 <strong>disp<\/strong> \uc640 <strong>hp\ub97c<\/strong> \uc124\uba85 \ubcc0\uc218\ub85c \uc0ac\uc6a9\ud558\uc5ec \ud68c\uadc0 \ubaa8\ub378\uc744 \ud53c\ud305\ud569\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load the dataset<\/span>\ndata(mtcars)\n\n<span style=\"color: #008080;\">#fit a regression model<\/span>\nmodel &lt;- lm(mpg~disp+hp, data=mtcars)\n\n<span style=\"color: #008080;\">#get list of residuals<\/span> \nres &lt;- resid(model)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>2\ub2e8\uacc4: \uc794\ucc28 \ub610\ub294 \uc218\uc815\ub41c \uadf8\ub9bc\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c\uc73c\ub85c, \uc774\ubd84\uc0b0\uc131\uc744 \uc2dc\uac01\uc801\uc73c\ub85c \uac10\uc9c0\ud558\ub294 \ub370 \uc720\uc6a9\ud55c \uc794\ucc28\/\uc801\ud569 \ud50c\ub86f\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \uac12 \ubc94\uc704\uc5d0 \ub300\ud55c \uc794\ucc28 \ubd84\ud3ec\uc758 \uccb4\uacc4\uc801\uc778 \ubcc0\ud654\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/span> <\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#produce residual vs. fitted plot<\/span>\nplot(fitted(model), res)\n\n<span style=\"color: #008080;\">#add a horizontal line at 0<\/span> \nabline(0,0)\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-6523 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/residplotr1.png\" alt=\"R\uc758 \uc794\uc5ec \ub610\ub294 \uc870\uc815\ub41c \uc9c0\ud615\" width=\"434\" height=\"393\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">x\ucd95\uc740 \uc801\ud569\uce58\ub97c \ud45c\uc2dc\ud558\uace0 y\ucd95\uc740 \uc794\ucc28\ub97c \ud45c\uc2dc\ud569\ub2c8\ub2e4. \uadf8\ub798\ud504\uc5d0\uc11c \uc6b0\ub9ac\ub294 \uc801\ud569\uce58\uac00 \ub192\uc744\uc218\ub85d \uc794\ucc28 \ubd84\ud3ec\uac00 \ub192\uc544\uc9c0\ub294 \uacbd\ud5a5\uc774 \uc788\uc74c\uc744 \uc54c \uc218 \uc788\uc9c0\ub9cc \uc774\ub294 \ubaa8\ub378\uc744 \ubcc0\uacbd\ud574\uc57c \ud560 \ub9cc\ud07c \uc2ec\uac01\ud574 \ubcf4\uc774\uc9c0\ub294 \uc54a\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>3\ub2e8\uacc4: QQ \ud50c\ub86f\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc794\ucc28\uac00 \uc815\uaddc \ubd84\ud3ec\ub97c \ub530\ub974\ub294\uc9c0 \uc5ec\ubd80\ub97c \uacb0\uc815\ud558\ub294 \ub370 \uc720\uc6a9\ud55c QQ \ud50c\ub86f\uc744 \uc0dd\uc131\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \ud50c\ub86f\uc758 \ub370\uc774\ud130 \uac12\uc774 45\ub3c4 \uac01\ub3c4\ub85c \ub300\ub7b5 \uc9c1\uc120\uc744 \ub530\ub974\ub294 \uacbd\uc6b0 \ub370\uc774\ud130\ub294 \uc815\uaddc \ubd84\ud3ec\ub97c \ub530\ub985\ub2c8\ub2e4.<\/span> <\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create QQ plot for residuals\n<\/span>qqnorm(res)\n\n<span style=\"color: #008080;\">#add a straight diagonal line to the plot<\/span>\nqqline(res) \n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-6524 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/residplotr2.png\" alt=\"R\uc758 \uc794\uc5ec QQ \ud50c\ub86f\" width=\"435\" height=\"436\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\uc794\ucc28\uac00 \uaf2c\ub9ac \uadfc\ucc98\uc758 \uc120\uc5d0\uc11c \uc57d\uac04 \ubc97\uc5b4\ub098\ub294 \uacbd\ud5a5\uc774 \uc788\ub294 \uac83\uc744 \ubcfc \uc218 \uc788\ub294\ub370, \uc774\ub294 \uc815\uaddc \ubd84\ud3ec\uac00 \uc544\ub2d8\uc744 \ub098\ud0c0\ub0bc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>4\ub2e8\uacc4: \ubc00\ub3c4 \ud50c\ub86f\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub610\ud55c \uc794\ucc28\uac00 \uc815\uaddc \ubd84\ud3ec\ub97c \ub530\ub974\ub294\uc9c0 \uc5ec\ubd80\ub97c \uc2dc\uac01\uc801\uc73c\ub85c \ud655\uc778\ud558\ub294 \ub370 \uc720\uc6a9\ud55c \ubc00\ub3c4 \ud50c\ub86f\uc744 \uc0dd\uc131\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \ub3c4\ud45c\uac00 \ub300\ub7b5 \uc885 \ubaa8\uc591\uc778 \uacbd\uc6b0 \uc794\ucc28\ub294 \uc815\uaddc \ubd84\ud3ec\ub97c \ub530\ub97c \uac00\ub2a5\uc131\uc774 \ub192\uc2b5\ub2c8\ub2e4.<\/span> <\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#Create density plot of residuals<\/span>\nplot(density(res))\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-6526 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/residplotr3.png\" alt=\"R\uc758 \uc794\ub958 \ubc00\ub3c4 \uace1\uc120\" width=\"437\" height=\"432\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\ubc00\ub3c4 \ud50c\ub86f\uc740 \uc57d\uac04 \uc624\ub978\ucabd\uc73c\ub85c \uae30\uc6b8\uc5b4\uc838 \uc788\uc9c0\ub9cc \ub300\ub7b5 \uc885 \ubaa8\uc591\uc744 \ub530\ub978\ub2e4\ub294 \uac83\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5f0\uad6c \uc720\ud615\uc5d0 \ub530\ub77c \uc5f0\uad6c\uc790\ub294 \uc794\ucc28\uac00 \ubcf4\ub2e4 \uc815\uaddc \ubd84\ud3ec\ub97c \uac16\ub3c4\ub85d \ub370\uc774\ud130 \ubcc0\ud658\uc744 \uc218\ud589\ud558\uae30\ub85c \uacb0\uc815\ud560 \uc218\ub3c4 \uc788\uace0 \uacb0\uc815\ud558\uc9c0 \uc54a\uc744 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/ko\/r\u1105\u1169-\u1111\u116d\u110c\u116e\u11ab\u1112\u116a\u1103\u116c\u11ab-\u110c\u1161\u11ab\u1105\u1172\u1106\u116e\u11af\/\" target=\"_blank\" rel=\"noopener\">R\uc5d0\uc11c \ud45c\uc900\ud654 \uc794\ucc28\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/r-\u1112\u1161\u11a8\u1109\u1162\u11bc\u110b\u1174-\u110c\u1161\u11ab\u1100\u1175\/\" target=\"_blank\" rel=\"noopener\">R\uc5d0\uc11c \uc2a4\ud29c\ub358\ud2b8\ud654 \uc794\ucc28\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/r\u110b\u1174-\u110c\u1161\u11ab\u110e\u1161-\u1112\u1175\u1109\u1173\u1110\u1169\u1100\u1173\u1105\u1162\u11b7\/\" target=\"_blank\" rel=\"noopener\">R\uc5d0\uc11c \uc794\ucc28 \ud788\uc2a4\ud1a0\uadf8\ub7a8\uc744 \ub9cc\ub4dc\ub294 \ubc29\ubc95<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc794\ucc28 \ub3c4\ud45c\ub294 \ud68c\uadc0 \ubd84\uc11d\uc758 \uc794\ucc28\uac00 \uc815\uaddc \ubd84\ud3ec\ub97c \ub530\ub974\ub294\uc9c0 \uc5ec\ubd80\uc640 \uc774\ubd84\uc0b0\uc131\uc744 \ub098\ud0c0\ub0b4\ub294\uc9c0 \uc5ec\ubd80\ub97c \ud3c9\uac00\ud558\ub294 \ub370 \uc790\uc8fc \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 R\uc5d0\uc11c \ud68c\uadc0 \ubaa8\ub378\uc5d0 \ub300\ud55c \uc794\ucc28 \ud50c\ub86f\uc744 \ub9cc\ub4dc\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4. \uc608: R\uc758 \uc794\ucc28 \ub3c4\ud45c \uc774 \uc608\uc5d0\uc11c\ub294 mtcars \ub0b4\uc7a5 R \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud68c\uadc0 \ubaa8\ub378\uc744 \ub9de\ucd98 \ub2e4\uc74c \uc138 \uac00\uc9c0 \ub2e4\ub978 \uc794\ucc28 \ud50c\ub86f\uc744 \uc0dd\uc131\ud558\uc5ec \uc794\ucc28\ub97c \ubd84\uc11d\ud569\ub2c8\ub2e4. 1\ub2e8\uacc4: \ud68c\uadc0 \ubaa8\ub378\uc744 \uc801\ud569\uc2dc\ud0b5\ub2c8\ub2e4. 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