{"id":4490,"date":"2023-07-10T16:38:24","date_gmt":"2023-07-10T16:38:24","guid":{"rendered":"https:\/\/statorials.org\/ko\/r%e1%84%8b%e1%85%b4-%e1%84%8c%e1%85%a5%e1%86%bc%e1%84%80%e1%85%b2-%e1%84%87%e1%85%ae%e1%84%87%e1%85%ae%e1%86%ab-%e1%84%8c%e1%85%b5%e1%86%b8%e1%84%92%e1%85%a1%e1%86%b8\/"},"modified":"2023-07-10T16:38:24","modified_gmt":"2023-07-10T16:38:24","slug":"r%e1%84%8b%e1%85%b4-%e1%84%8c%e1%85%a5%e1%86%bc%e1%84%80%e1%85%b2-%e1%84%87%e1%85%ae%e1%84%87%e1%85%ae%e1%86%ab-%e1%84%8c%e1%85%b5%e1%86%b8%e1%84%92%e1%85%a1%e1%86%b8","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/r%e1%84%8b%e1%85%b4-%e1%84%8c%e1%85%a5%e1%86%bc%e1%84%80%e1%85%b2-%e1%84%87%e1%85%ae%e1%84%87%e1%85%ae%e1%86%ab-%e1%84%8c%e1%85%b5%e1%86%b8%e1%84%92%e1%85%a1%e1%86%b8\/","title":{"rendered":"\ubaa8\ub378 \uc120\ud0dd\uc744 \uc704\ud574 r\uc5d0\uc11c regsubsets()\ub97c \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">R\uc758 <strong>\ub3c4\uc57d<\/strong> \ud328\ud0a4\uc9c0\uc5d0\uc11c <strong>regsubsets()<\/strong> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \ucd5c\uc0c1\uc758 \ud68c\uadc0 \ubaa8\ub378\uc744 \uc0dd\uc131\ud558\ub294 \uc608\uce21 \ubcc0\uc218\uc758 \ud558\uc704 \uc9d1\ud569\uc744 \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\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 \ubaa8\ub378 \uc120\ud0dd\uc744 \uc704\ud574 regsubsets() \uc0ac\uc6a9<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\uc774 \uc608\uc5d0\uc11c\ub294 R\uc5d0 \ub0b4\uc7a5\ub41c <a href=\"https:\/\/statorials.org\/ko\/mtcars-r-\u1103\u1166\u110b\u1175\u1110\u1165-\u1109\u1166\u1110\u1173\/\" target=\"_blank\" rel=\"noopener\">mtcars<\/a> \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 32\uac1c\uc758 \uc11c\ub85c \ub2e4\ub978 \uc790\ub3d9\ucc28\uc5d0 \ub300\ud55c 11\uac1c\uc758 \uc11c\ub85c \ub2e4\ub978 \uc18d\uc131\uc5d0 \ub300\ud55c \uce21\uc815\uac12\uc774 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #008080;\"><strong>#view first six rows of mtcars dataset<\/strong><\/span>\n<strong>head(mtcars)\n\n                   mpg cyl disp hp drat wt qsec vs am gear carb\nMazda RX4 21.0 6 160 110 3.90 2.620 16.46 0 1 4 4\nMazda RX4 Wag 21.0 6 160 110 3.90 2.875 17.02 0 1 4 4\nDatsun 710 22.8 4 108 93 3.85 2.320 18.61 1 1 4 1\nHornet 4 Drive 21.4 6 258 110 3.08 3.215 19.44 1 0 3 1\nHornet Sportabout 18.7 8 360 175 3.15 3.440 17.02 0 0 3 2\nValiant 18.1 6 225 105 2.76 3,460 20.22 1 0 3 1\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>hp\ub97c<\/strong> \uc751\ub2f5 \ubcc0\uc218\ub85c \uc0ac\uc6a9\ud558\uace0 \ub2e4\uc74c\uacfc \uac19\uc740 \uc7a0\uc7ac\uc801 \uc608\uce21 \ubcc0\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud68c\uadc0 \ubaa8\ub378\uc744 \uc801\ud569\ud654\ud55c\ub2e4\uace0 \uac00\uc815\ud569\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>mpg<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\ubb34\uac8c<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\ub625<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>q\ucd08<\/strong><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><strong>\ub3c4\uc57d<\/strong> \ud328\ud0a4\uc9c0\uc758 <strong>regsubsets()<\/strong> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \ucca0\uc800\ud55c \uac80\uc0c9\uc744 \uc218\ud589\ud558\uc5ec \ucd5c\uc0c1\uc758 \ud68c\uadc0 \ubaa8\ub378\uc744 \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">library<\/span> (leaps)\n\n<span style=\"color: #008080;\">#find best regression model\n<\/span>bestSubsets &lt;- regsubsets(hp ~ mpg + wt + drat + qsec, data=mtcars)\n\n<span style=\"color: #008080;\">#view results\n<\/span>summary(bestSubsets)\n\nSubset selection object\nCall: regsubsets.formula(hp ~ mpg + wt + drat + qsec, data = mtcars)\n4 Variables (and intercept)\n     Forced in Forced out\nmpg FALSE FALSE\nwt FALSE FALSE\ndrat FALSE FALSE\nqsec FALSE FALSE\n1 subsets of each size up to 4\nSelection Algorithm: exhaustive\n         mpg wt drat qsec\n1 ( 1 ) \"*\" \" \" \" \" \" \" \n2 (1) \" \" \"*\" \" \" \"*\" \n3 ( 1 ) \u201c*\u201d \u201c*\u201d \u201c \u201c \u201c*\u201d \n4 ( 1 ) \u201c*\u201d \u201c*\u201d \u201c*\u201d \u201c*\u201d<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">\uacb0\uacfc \ud558\ub2e8\uc758 \ubcc4\ud45c( <strong>*<\/strong> )\ub294 \uc608\uce21 \ubcc0\uc218 \uc218\uac00 \uc11c\ub85c \ub2e4\ub978 \uac00\ub2a5\ud55c \uac01 \ubaa8\ub378\uc5d0 \ub300\ud55c \ucd5c\uc0c1\uc758 \ud68c\uadc0 \ubaa8\ub378\uc5d0 \uc18d\ud558\ub294 \uc608\uce21 \ubcc0\uc218\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uacb0\uacfc\ub97c \ud574\uc11d\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e8\uc77c \uc608\uce21 \ubcc0\uc218\uac00 \uc788\ub294 \ubaa8\ub378\uc758 \uacbd\uc6b0 <strong>mpg\ub97c<\/strong> \uc608\uce21 \ubcc0\uc218\ub85c \uc0ac\uc6a9\ud558\uc5ec \ucd5c\uc0c1\uc758 \ud68c\uadc0 \ubaa8\ub378\uc774 \uc0dd\uc131\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub450 \uac1c\uc758 \uc608\uce21 \ubcc0\uc218\uac00 \uc788\ub294 \ubaa8\ub378\uc758 \uacbd\uc6b0 \uc608\uce21 \ubcc0\uc218\ub85c <b>wt<\/b> \ubc0f <strong>qsec\uc744<\/strong> \uc0ac\uc6a9\ud558\uc5ec \ucd5c\uc0c1\uc758 \ud68c\uadc0 \ubaa8\ub378\uc774 \uc0dd\uc131\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc138 \uac1c\uc758 \uc608\uce21 \ubcc0\uc218\uac00 \uc788\ub294 \ubaa8\ub378\uc758 \uacbd\uc6b0 <strong>mpg<\/strong> , <b>wt<\/b> \ubc0f <strong>qsec\ub97c<\/strong> \uc608\uce21 \ubcc0\uc218\ub85c \uc0ac\uc6a9\ud558\uc5ec \ucd5c\uc0c1\uc758 \ud68c\uadc0 \ubaa8\ub378\uc774 \uc0dd\uc131\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">4\uac1c\uc758 \uc608\uce21 \ubcc0\uc218\uac00 \uc788\ub294 \ubaa8\ub378\uc758 \uacbd\uc6b0 <strong>mpg<\/strong> , <b>wt<\/b> , <strong>drat<\/strong> \ubc0f <strong>qsec<\/strong> \ub97c \uc608\uce21 \ubcc0\uc218\ub85c \uc0ac\uc6a9\ud558\uc5ec \ucd5c\uc0c1\uc758 \ud68c\uadc0 \ubaa8\ub378\uc774 \uc0dd\uc131\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">\uac01 \ubaa8\ub378\uc5d0 \ub300\ud574 \ub2e4\uc74c \uce21\uc815\ud56d\ubaa9\uc744 \ucd94\ucd9c\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>rsq<\/strong> : \uac01 \ubaa8\ub378\uc758 <a href=\"https:\/\/statorials.org\/ko\/\u110c\u1169\u11c2\u110b\u1173\u11ab-r-\u110c\u1166\u1100\u1169\u11b8-\u1100\u1161\u11b9\/\" target=\"_blank\" rel=\"noopener\">r \uc81c\uacf1 \uac12<\/a><\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>RSS<\/strong> : \uac01 \ubaa8\ub378\uc758 \uc794\ucc28 \uc81c\uacf1\ud569<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>adjr2<\/strong> : \uac01 \ubaa8\ub378\uc5d0 \ub300\ud574 <a href=\"https:\/\/statorials.org\/ko\/\u110c\u1169\u110c\u1165\u11bc\u1103\u116c\u11ab-r-\u110c\u1166\u1100\u1169\u11b8-\u1112\u1162\u1109\u1165\u11a8\/\" target=\"_blank\" rel=\"noopener\">\uc870\uc815\ub41c r-\uc81c\uacf1 \uac12<\/a><\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>cp<\/strong> : \uac01 \ubaa8\ub378\uc5d0 \ub300\ud55c <a href=\"https:\/\/statorials.org\/ko\/\u1107\u1169\u1105\u1161\u1109\u1162\u11a8-cp\/\" target=\"_blank\" rel=\"noopener\">Mallows\uc758 Cp<\/a><\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>bic<\/strong> : \uac01 \ubaa8\ub378\uc758 <a href=\"https:\/\/statorials.org\/ko\/\u1107\u1175\u11a8\u110b\u1166\u1109\u1165-r\u1105\u1169\/\" target=\"_blank\" rel=\"noopener\">BIC \uac12<\/a><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uc608\ub97c \ub4e4\uc5b4, \ub2e4\uc74c \uad6c\ubb38\uc744 \uc0ac\uc6a9\ud558\uc5ec 4\uac1c\uc758 \ucd5c\uc0c1\uc758 \ubaa8\ub378 \uac01\uac01\uc5d0 \ub300\ud574 \uc801\ud569 R-\uc81c\uacf1 \uac12\uc744 \ucd94\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008080;\">#view adjusted R-squared value of each model<\/span>\nsummary(bestSubsets)$adjr2\n\n[1] 0.5891853 0.7828169 0.7858829 0.7787005\n<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">\uacb0\uacfc\uc5d0\uc11c \uc6b0\ub9ac\ub294 \ub2e4\uc74c\uc744 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>mpg\ub97c<\/strong> \uc608\uce21 \ubcc0\uc218\ub85c \uc0ac\uc6a9\ud558\ub294 \ubaa8\ub378\uc758 \uc218\uc815\ub41c R \uc81c\uacf1 \uac12\uc740 <strong>0.589<\/strong> \uc785\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\">\uc608\uce21 \ubcc0\uc218\ub85c <strong>wt<\/strong> \ubc0f <strong>qsec\ub97c<\/strong> \uc0ac\uc6a9\ud558\ub294 \ubaa8\ub378\uc758 \uc218\uc815\ub41c R \uc81c\uacf1 \uac12\uc740 <strong>0.783<\/strong> \uc785\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>mp<\/strong> <strong>g<\/strong> , <strong>wt<\/strong> \ubc0f <strong>qsec \ub97c<\/strong> \uc608\uce21 \ubcc0\uc218\ub85c \uc0ac\uc6a9\ud558\ub294 \ubaa8\ub378\uc758 \uc218\uc815\ub41c R \uc81c\uacf1 \uac12\uc740 <strong>0.786<\/strong> \uc785\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>mpg<\/strong> , <strong>wt<\/strong> , <strong>drat<\/strong> \ubc0f <strong>qsec \uc744<\/strong> \uc608\uce21 \ubcc0\uc218\ub85c \uc0ac\uc6a9\ud558\ub294 \ubaa8\ub378\uc758 \uc218\uc815\ub41c R \uc81c\uacf1 \uac12\uc740 <strong>0.779<\/strong> \uc785\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uc774 \uac12\uc740 \ubaa8\ub378\uc758 \uc608\uce21 \ubcc0\uc218 \uc218\uc5d0 \ub530\ub77c \uc870\uc815\ub41c \uc608\uce21 \ubcc0\uc218 \uc138\ud2b8\uac00 \uc751\ub2f5 \ubcc0\uc218\uc758 \uac12\uc744 \uc5bc\ub9c8\ub098 \uc798 \uc608\uce21\ud588\ub294\uc9c0\uc5d0 \ub300\ud55c \uc544\uc774\ub514\uc5b4\ub97c \uc81c\uacf5\ud569\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\/\u1103\u1161\u110c\u116e\u11bc-\u1109\u1165\u11ab\u1112\u1167\u11bc-\u1112\u116c\u1100\u1171-r\/\" target=\"_blank\" rel=\"noopener\">R\uc5d0\uc11c \ub2e4\uc911 \uc120\ud615 \ud68c\uadc0\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/r\u110b\u1174-\u110c\u1169\u1100\u1161\u11a8\u1107\u1167\u11af-\u1112\u116c\u1100\u1171\/\" target=\"_blank\" rel=\"noopener\">R\uc5d0\uc11c \uc870\uac01\ubcc4 \ud68c\uadc0\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/r\u110b\u1174-\u1109\u1173\u1111\u1173\u11af\u1105\u1161\u110b\u1175\u11ab-\u1112\u116c\u1100\u1171\/\" target=\"_blank\" rel=\"noopener\">R\uc5d0\uc11c \uc2a4\ud50c\ub77c\uc778 \ud68c\uadc0\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>R\uc758 \ub3c4\uc57d \ud328\ud0a4\uc9c0\uc5d0\uc11c regsubsets() \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \ucd5c\uc0c1\uc758 \ud68c\uadc0 \ubaa8\ub378\uc744 \uc0dd\uc131\ud558\ub294 \uc608\uce21 \ubcc0\uc218\uc758 \ud558\uc704 \uc9d1\ud569\uc744 \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \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. \uc608: R\uc5d0\uc11c \ubaa8\ub378 \uc120\ud0dd\uc744 \uc704\ud574 regsubsets() \uc0ac\uc6a9 \uc774 \uc608\uc5d0\uc11c\ub294 R\uc5d0 \ub0b4\uc7a5\ub41c mtcars \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 32\uac1c\uc758 \uc11c\ub85c \ub2e4\ub978 \uc790\ub3d9\ucc28\uc5d0 \ub300\ud55c 11\uac1c\uc758 \uc11c\ub85c \ub2e4\ub978 \uc18d\uc131\uc5d0 \ub300\ud55c \uce21\uc815\uac12\uc774 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. #view [&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-4490","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>\ubaa8\ub378 \uc120\ud0dd\uc744 \uc704\ud574 R\uc5d0\uc11c regsubsets()\ub97c \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95 \u2013 Statorials<\/title>\n<meta name=\"description\" content=\"\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 \ubaa8\ub378 \uc120\ud0dd\uc744 \uc704\ud574 R\uc5d0\uc11c regsubsets() \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \uc608\uc640 \ud568\uaed8 \uc124\uba85\ud569\ub2c8\ub2e4.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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