{"id":1194,"date":"2023-07-27T08:09:52","date_gmt":"2023-07-27T08:09:52","guid":{"rendered":"https:\/\/statorials.org\/ko\/%e1%84%8b%e1%85%a9%e1%86%af%e1%84%80%e1%85%a1%e1%84%86%e1%85%b5-%e1%84%92%e1%85%ac%e1%84%80%e1%85%b1\/"},"modified":"2023-07-27T08:09:52","modified_gmt":"2023-07-27T08:09:52","slug":"%e1%84%8b%e1%85%a9%e1%86%af%e1%84%80%e1%85%a1%e1%84%86%e1%85%b5-%e1%84%92%e1%85%ac%e1%84%80%e1%85%b1","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/%e1%84%8b%e1%85%a9%e1%86%af%e1%84%80%e1%85%a1%e1%84%86%e1%85%b5-%e1%84%92%e1%85%ac%e1%84%80%e1%85%b1\/","title":{"rendered":"\uc62c\uac00\ubbf8 \ud68c\uadc0 \uc18c\uac1c"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\uc77c\ubc18\uc801\uc778 <a href=\"https:\/\/statorials.org\/ko\/\u1103\u1161\u110c\u116e\u11bc-\u1109\u1165\u11ab\u1112\u1167\u11bc-\u1112\u116c\u1100\u1171\/\" target=\"_blank\" rel=\"noopener noreferrer\">\ub2e4\uc911 \uc120\ud615 \ud68c\uadc0<\/a> \uc5d0\uc11c\ub294 <em>p\uac1c\uc758<\/em> \uc608\uce21 \ubcc0\uc218 \uc138\ud2b8\uc640 <a href=\"https:\/\/statorials.org\/ko\/\u1107\u1167\u11ab\u1109\u116e-\u1109\u1165\u11af\u1106\u1167\u11bc-\u110b\u1173\u11bc\u1103\u1161\u11b8\/\" target=\"_blank\" rel=\"noopener noreferrer\">\uc751\ub2f5 \ubcc0\uc218\ub97c<\/a> \uc0ac\uc6a9\ud558\uc5ec \ub2e4\uc74c \ud615\uc2dd\uc758 \ubaa8\ub378\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Y = \u03b2 <sub>0<\/sub> + \u03b2 <sub>1<\/sub> X <sub>1<\/sub> <sub>+<\/sub> \u03b2 <sub>2<\/sub> X <sub>2<\/sub> + \u2026 + \u03b2 <sub>p<\/sub><\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uae08:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>Y<\/strong> : \ubc18\uc751\ubcc0\uc218<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>X <sub>j<\/sub><\/strong> : j <sup>\ubc88\uc9f8<\/sup> \uc608\uce21\ubcc0\uc218<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u03b2 <sub>j<\/sub><\/strong> : \ub2e4\ub978 \ubaa8\ub4e0 \uc608\uce21 \ubcc0\uc218\ub97c \uace0\uc815\ud55c \uc0c1\ud0dc\uc5d0\uc11c X <sub>j<\/sub> \uc758 1\ub2e8\uc704 \uc99d\uac00\uac00 Y\uc5d0 \ubbf8\uce58\ub294 \ud3c9\uade0 \ud6a8\uacfc<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u03b5<\/strong> : \uc624\ucc28\ud56d<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u03b2 <sub>0<\/sub> , \u03b2 <sub>1<\/sub> , B <sub>2<\/sub> , \u2026, \u03b2 <sub>p<\/sub> \uac12\uc740 RSS(\uc794\ucc28 \uc81c\uacf1\ud569)\ub97c \ucd5c\uc18c\ud654\ud558\ub294 <strong>\ucd5c\uc18c \uc81c\uacf1\ubc95\uc744<\/strong> \uc0ac\uc6a9\ud558\uc5ec \uc120\ud0dd\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>RSS = \u03a3(y <sub>i<\/sub> \u2013 \u0177 <sub>i<\/sub> ) <sup>2<\/sup><\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uae08:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u03a3<\/strong> : <em>\ud569\uacc4\ub97c<\/em> \uc758\ubbf8\ud558\ub294 \uadf8\ub9ac\uc2a4 \uae30\ud638<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>y <sub>i<\/sub><\/strong> : <sup>i\ubc88\uc9f8<\/sup> \uad00\uce21\uac12\uc5d0 \ub300\ud55c \uc2e4\uc81c \uc751\ub2f5 \uac12<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u0177 <sub>i<\/sub><\/strong> : \ub2e4\uc911\uc120\ud615\ud68c\uadc0\ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \uc608\uce21\ub41c \ubc18\uc751\uac12<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uadf8\ub7ec\ub098 \uc608\uce21\ubcc0\uc218\uc758 \uc0c1\uad00\uad00\uacc4\uac00 \ub192\uc73c\uba74 <a href=\"https:\/\/statorials.org\/ko\/\u1103\u1161\u110c\u116e\u11bc\u1100\u1169\u11bc\u1109\u1165\u11ab\u1109\u1165\u11bc-\u1112\u116c\u1100\u1171\/\" target=\"_blank\" rel=\"noopener noreferrer\">\ub2e4\uc911\uacf5\uc120\uc131\uc774<\/a> \ubb38\uc81c\uac00 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \ubaa8\ub378 \uacc4\uc218 \ucd94\uc815\uc774 \uc2e0\ub8b0\ud560 \uc218 \uc5c6\uac8c \ub418\uace0 \ub192\uc740 \ubd84\uc0b0\uc774 \ub098\ud0c0\ub0a0 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc989, \uc774\uc804\uc5d0 \ubcf8 \uc801\uc774 \uc5c6\ub294 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \ubaa8\ub378\uc744 \uc801\uc6a9\ud558\uba74 \uc131\ub2a5\uc774 \uc800\ud558\ub420 \uac00\ub2a5\uc131\uc774 \ub192\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ud55c \uac00\uc9c0 \ubc29\ubc95\uc740 <strong>\uc62c\uac00\ubbf8 \ud68c\uadc0(lasso regression)<\/strong> \ub77c\ub294 \ubc29\ubc95\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774 \ubc29\ubc95\uc740 \ub300\uc2e0 \ub2e4\uc74c\uc744 \ucd5c\uc18c\ud654\ud558\ub824\uace0 \ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>RSS + \u03bb\u03a3|\u03b2 <sub>j<\/sub> |<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc5ec\uae30\uc11c <em>j\ub294<\/em> 1\uc5d0\uc11c <em>p<\/em> \ub85c \uac00\uace0 \u03bb \u2265 0\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ubc29\uc815\uc2dd\uc758 \ub450 \ubc88\uc9f8 \ud56d\uc740 <em>\uc778\ucd9c \ud398\ub110\ud2f0<\/em> \ub85c \uc54c\ub824\uc838 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u03bb = 0\uc778 \uacbd\uc6b0 \uc774 \ud398\ub110\ud2f0 \ud56d\uc740 \ud6a8\uacfc\uac00 \uc5c6\uc73c\uba70 \uc62c\uac00\ubbf8 \ud68c\uadc0\ub294 \ucd5c\uc18c \uc81c\uacf1\uacfc \ub3d9\uc77c\ud55c \uacc4\uc218 \ucd94\uc815\uce58\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uadf8\ub7ec\ub098 \u03bb\uac00 \ubb34\ud55c\ub300\uc5d0 \uc811\uadfc\ud558\uba74 \uc81c\uac70 \ud398\ub110\ud2f0\uc758 \uc601\ud5a5\ub825\uc774 \ub354\uc6b1 \ucee4\uc9c0\uba70 \ubaa8\ub378\uc5d0 \uac00\uc838\uc62c \uc218 \uc5c6\ub294 \uc608\uce21 \ubcc0\uc218\ub294 0\uc73c\ub85c \uc904\uc5b4\ub4e4\uace0 \uc77c\ubd80\ub294 \ubaa8\ub378\uc5d0\uc11c \uc81c\uac70\ub418\uae30\ub3c4 \ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\uc62c\uac00\ubbf8 \ud68c\uadc0\ub97c \uc0ac\uc6a9\ud558\ub294 \uc774\uc720\ub294 \ubb34\uc5c7\uc785\ub2c8\uae4c?<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ucd5c\uc18c \uc81c\uacf1 \ud68c\uadc0\uc5d0 \ube44\ud574 \uc62c\uac00\ubbf8 \ud68c\uadc0\uc758 \uc7a5\uc810\uc740 <a href=\"https:\/\/statorials.org\/ko\/\u1111\u1167\u11ab\u1112\u1163\u11bc-\u1107\u116e\u11ab\u1109\u1161\u11ab-\u110c\u1165\u11af\u110e\u116e\u11bc\/\" target=\"_blank\" rel=\"noopener noreferrer\">\ud3b8\ud5a5-\ubd84\uc0b0 \ud2b8\ub808\uc774\ub4dc\uc624\ud504<\/a> \uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">MSE(\ud3c9\uade0 \uc81c\uacf1 \uc624\ucc28)\ub294 \ud2b9\uc815 \ubaa8\ub378\uc758 \uc815\ud655\ub3c4\ub97c \uce21\uc815\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uce21\uc815\ud56d\ubaa9\uc774\uba70 \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">MSE = Var( <em class=\"ph i\">f\u0302(<\/em> x <sub>0<\/sub> )) + [\ubc14\uc774\uc5b4\uc2a4( <em class=\"ph i\">f\u0302(<\/em> x <sub>0<\/sub> ))] <sup>2<\/sup> + Var(\u03b5)<\/span><\/p>\n<p> <span style=\"color: #000000;\">MSE = \ubd84\uc0b0 + \ud3b8\ud5a5 <sup>2<\/sup> + \ube44\uac00\uc5ed \uc624\ub958<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc62c\uac00\ubbf8 \ud68c\uadc0\uc758 \uae30\ubcf8 \uc544\uc774\ub514\uc5b4\ub294 \uc791\uc740 \ud3b8\ud5a5\uc744 \ub3c4\uc785\ud558\uc5ec \ubd84\uc0b0\uc744 \ud06c\uac8c \uc904\uc5ec \uc804\uccb4 MSE\ub97c \ub0ae\ucd94\ub294 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774\ub97c \uc124\uba85\ud558\uae30 \uc704\ud574 \ub2e4\uc74c \uadf8\ub798\ud504\ub97c \uace0\ub824\ud558\uc2ed\uc2dc\uc624.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11851 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/crete1.png\" alt=\"\ub2a5\ud615 \ud68c\uadc0 \ud3b8\ud5a5-\ubd84\uc0b0 \ud2b8\ub808\uc774\ub4dc\uc624\ud504\" width=\"468\" height=\"341\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u03bb\uac00 \uc99d\uac00\ud558\uba74 \ud3b8\ud5a5\uc774 \uc544\uc8fc \uc870\uae08\ub9cc \uc99d\uac00\ud574\ub3c4 \ubd84\uc0b0\uc774 \ud06c\uac8c \uac10\uc18c\ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ud2b9\uc815 \uc9c0\uc810\uc744 \ub118\uc5b4\uc11c\uba74 \ubd84\uc0b0\uc774 \ub35c \ube60\ub974\uac8c \uac10\uc18c\ud558\uace0 \uacc4\uc218\uac00 \uac10\uc18c\ud558\uba74 \uacc4\uc218\uac00 \ud06c\uac8c \uacfc\uc18c\ud3c9\uac00\ub418\uc5b4 \ud3b8\ud5a5\uc774 \uae09\uaca9\ud788 \uc99d\uac00\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uadf8\ub798\ud504\uc5d0\uc11c \ud3b8\ud5a5\uacfc \ubd84\uc0b0 \uc0ac\uc774\uc758 \ucd5c\uc801\uc758 \uade0\ud615\uc744 \uc0dd\uc131\ud558\ub294 \u03bb \uac12\uc744 \uc120\ud0dd\ud560 \ub54c \ud14c\uc2a4\ud2b8\uc758 MSE\uac00 \uac00\uc7a5 \ub0ae\ub2e4\ub294 \uac83\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u03bb = 0\uc778 \uacbd\uc6b0 \uc62c\uac00\ubbf8 \ud68c\uadc0 \ubd84\uc11d\uc758 \ud398\ub110\ud2f0 \ud56d\uc740 \ud6a8\uacfc\uac00 \uc5c6\uc73c\ubbc0\ub85c \ucd5c\uc18c \uc81c\uacf1\uacfc \ub3d9\uc77c\ud55c \uacc4\uc218 \ucd94\uc815\uac12\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \u03bb\ub97c \ud2b9\uc815 \uc9c0\uc810\uae4c\uc9c0 \uc99d\uac00\uc2dc\ud0a4\uba74 \ud14c\uc2a4\ud2b8\uc758 \uc804\uccb4 MSE\ub97c \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11874 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/lasso1.png\" alt=\"\uc62c\uac00\ubbf8 \ud68c\uadc0 \ud3b8\ud5a5-\ubd84\uc0b0 \ud2b8\ub808\uc774\ub4dc\uc624\ud504\" width=\"490\" height=\"357\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\uc774\ub294 \uc62c\uac00\ubbf8 \ud68c\uadc0\uc5d0 \uc758\ud55c \ubaa8\ub378 \ud53c\ud305\uc774 \ucd5c\uc18c \uc81c\uacf1 \ud68c\uadc0\uc5d0 \uc758\ud55c \ubaa8\ub378 \ud53c\ud305\ubcf4\ub2e4 \ud14c\uc2a4\ud2b8 \uc624\ub958\uac00 \ub354 \uc791\ub2e4\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Lasso \ud68c\uadc0\uc640 Ridge \ud68c\uadc0<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Lasso \ud68c\uadc0\uc640 <a href=\"https:\/\/statorials.org\/ko\/\u1102\u1173\u11bc\u1109\u1165\u11ab\u110b\u1174-\u1112\u116c\u1100\u1171\/\" target=\"_blank\" rel=\"noopener noreferrer\">Ridge \ud68c\uadc0\ub294<\/a> \ub458 \ub2e4 RSS(\uc794\ucc28 \uc81c\uacf1\ud569)\uc640 \ud2b9\uc815 \ud398\ub110\ud2f0 \ud56d\uc744 \ucd5c\uc18c\ud654\ud558\ub824\uace0 \uc2dc\ub3c4\ud558\uae30 \ub54c\ubb38\uc5d0 <em>\uc815\uaddc\ud654 \ubc29\ubc95<\/em> \uc73c\ub85c \uc54c\ub824\uc838 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc989, \ubaa8\ub378 \uacc4\uc218\uc758 \ucd94\uc815\uce58\ub97c \uc81c\ud55c\ud558\uac70\ub098 <em>\uc815\uaddc\ud654\ud569\ub2c8\ub2e4<\/em> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uadf8\ub7ec\ub098 \uadf8\ub4e4\uc774 \uc0ac\uc6a9\ud558\ub294 \ud398\ub110\ud2f0 \uc6a9\uc5b4\ub294 \uc57d\uac04 \ub2e4\ub985\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\uc62c\uac00\ubbf8 \ud68c\uadc0\ub294 <strong>RSS + \u03bb\u03a3|\u03b2 <sub>j<\/sub> |<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">Ridge \ud68c\uadc0\ub294 <strong>RSS + \u03bb\u03a3\u03b2 <sub>j<\/sub> <sup>2<\/sup> \ub97c<\/strong> \ucd5c\uc18c\ud654\ud558\ub824\uace0 \uc2dc\ub3c4\ud569\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\ub2a5\uc120 \ud68c\uadc0\ub97c \uc0ac\uc6a9\ud558\uba74 \uac01 \uc608\uce21 \ubcc0\uc218\uc758 \uacc4\uc218\uac00 0\uc73c\ub85c \uc904\uc5b4\ub4e4\uc9c0\ub9cc \uc5b4\ub290 \uac83\ub3c4 <em>\uc644\uc804\ud788 0\uc774<\/em> \ub420 \uc218\ub294 \uc5c6\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ubc18\ub300\ub85c \uc62c\uac00\ubbf8 \ud68c\uadc0\ub97c \uc0ac\uc6a9\ud558\uba74 \u03bb\uac00 \ucda9\ubd84\ud788 \ucee4\uc9c0\uba74 \uc77c\ubd80 \uacc4\uc218\uac00 <em>\uc644\uc804\ud788 0\uc774<\/em> \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uae30\uc220\uc801\uc778 \uce21\uba74\uc5d0\uc11c \uc62c\uac00\ubbf8 \ud68c\uadc0\ub294 &#8220;\ud76c\uc18c&#8221; \ubaa8\ub378, \uc989 \uc608\uce21 \ubcc0\uc218\uc758 \ud558\uc704 \uc9d1\ud569\ub9cc \ud3ec\ud568\ud558\ub294 \ubaa8\ub378\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774\uac83\uc740 \uc9c8\ubb38\uc744 \ub358\uc9d1\ub2c8\ub2e4: <strong>\ub2a5\uc120 \ud68c\uadc0 \ub610\ub294 \uc62c\uac00\ubbf8 \ud68c\uadc0\uac00 \ub354 \ub0ab\uc2b5\ub2c8\uae4c?<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2f5\ubcc0: \uc0c1\ud669\uc5d0 \ub530\ub77c \ub2e4\ub985\ub2c8\ub2e4!<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc18c\uc218\uc758 \uc608\uce21 \ubcc0\uc218\ub9cc \uc720\uc758\ubbf8\ud55c \uacbd\uc6b0 \uc62c\uac00\ubbf8 \ud68c\uadc0\ub294 \uc911\uc694\ud558\uc9c0 \uc54a\uc740 \ubcc0\uc218\ub97c 0\uc73c\ub85c \uc644\uc804\ud788 \uc904\uc774\uace0 \ubaa8\ub378\uc5d0\uc11c \uc81c\uac70\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0 \ub354 \uc798 \uc791\ub3d9\ud558\ub294 \uacbd\ud5a5\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uadf8\ub7ec\ub098 \ub9ce\uc740 \uc608\uce21 \ubcc0\uc218\uac00 \ubaa8\ub378\uc5d0\uc11c \uc911\uc694\ud558\uace0 \ud574\ub2f9 \uacc4\uc218\uac00 \ub300\ub7b5 \ub3d9\uc77c\ud55c \uacbd\uc6b0 \ub2a5\uc120 \ud68c\uadc0\ub294 \ubaa8\ub378\uc758 \ubaa8\ub4e0 \uc608\uce21 \ubcc0\uc218\ub97c \uc720\uc9c0\ud558\ubbc0\ub85c \ub354 \uc798 \uc791\ub3d9\ud558\ub294 \uacbd\ud5a5\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc608\uce21\uc5d0 \uac00\uc7a5 \ud6a8\uacfc\uc801\uc778 \ubaa8\ub378\uc744 \uacb0\uc815\ud558\uae30 \uc704\ud574 <a href=\"https:\/\/statorials.org\/ko\/k-\u1100\u1167\u11b8-\u1100\u116d\u110e\u1161-\u1100\u1165\u11b7\u110c\u1173\u11bc\/\" target=\"_blank\" rel=\"noopener noreferrer\">k-\uacb9 \uad50\ucc28 \uac80\uc99d\uc744<\/a> \uc218\ud589\ud569\ub2c8\ub2e4. \uac00\uc7a5 \ub0ae\uc740 \ud3c9\uade0 \uc81c\uacf1 \uc624\ucc28(MSE)\ub97c \uc0dd\uc131\ud558\ub294 \ubaa8\ub378\uc774 \uc0ac\uc6a9\ud558\uae30\uc5d0 \uac00\uc7a5 \uc88b\uc740 \ubaa8\ub378\uc785\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\uc2e4\uc81c\ub85c \uc62c\uac00\ubbf8 \ud68c\uadc0\ub97c \uc218\ud589\ud558\ub294 \ub2e8\uacc4<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\uc62c\uac00\ubbf8 \ud68c\uadc0\ub97c \uc218\ud589\ud558\ub824\uba74 \ub2e4\uc74c \ub2e8\uacc4\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1\ub2e8\uacc4: \uc608\uce21\ubcc0\uc218\uc5d0 \ub300\ud55c \uc0c1\uad00\ud589\ub82c\uacfc VIF \uac12\uc744 \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uba3c\uc800, <a href=\"https:\/\/statorials.org\/ko\/\u1109\u1161\u11bc\u1100\u116a\u11ab-\u1112\u1162\u11bc\u1105\u1167\u11af\u110b\u1173\u11af-\u110b\u1175\u11b0\u1102\u1173\u11ab-\u1107\u1161\u11bc\u1107\u1165\u11b8\/\" target=\"_blank\" rel=\"noopener noreferrer\">\uc0c1\uad00\ud589\ub82c\uc744<\/a> \uc0dd\uc131\ud558\uace0 \uac01 \uc608\uce21\ubcc0\uc218\uc5d0 \ub300\ud55c <a href=\"https:\/\/statorials.org\/ko\/\u1103\u1161\u110c\u116e\u11bc\u1100\u1169\u11bc\u1109\u1165\u11ab\u1109\u1165\u11bc-\u1112\u116c\u1100\u1171\/\" target=\"_blank\" rel=\"noopener noreferrer\">VIF(\ubd84\uc0b0\ud33d\ucc3d\uacc4\uc218) \uac12\uc744<\/a> \uacc4\uc0b0\ud574\uc57c \ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc608\uce21 \ubcc0\uc218\uc640 \ub192\uc740 VIF \uac12(\uc77c\ubd80 \ud14d\uc2a4\ud2b8\uc5d0\uc11c\ub294 &#8220;\ub192\uc740&#8221; VIF \uac12\uc744 5\ub85c \uc815\uc758\ud558\uace0 \ub2e4\ub978 \ud14d\uc2a4\ud2b8\uc5d0\uc11c\ub294 10\uc744 \uc0ac\uc6a9\ud568) \uc0ac\uc774\uc5d0 \uac15\ud55c \uc0c1\uad00 \uad00\uacc4\uac00 \uc788\uc74c\uc744 \ubc1c\uacac\ud558\uba74 \uc62c\uac00\ubbf8 \ud68c\uadc0\uac00 \uc801\uc808\ud560 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uadf8\ub7ec\ub098 \ub370\uc774\ud130\uc5d0 \ub2e4\uc911 \uacf5\uc120\uc131\uc774 \uc5c6\uc73c\uba74 \uc560\ucd08\uc5d0 \uc62c\uac00\ubbf8 \ud68c\uadc0\ub97c \uc218\ud589\ud560 \ud544\uc694\uac00 \uc5c6\uc744 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \ub300\uc2e0 \uc77c\ubc18 \ucd5c\uc18c \uc81c\uacf1 \ud68c\uadc0\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2\ub2e8\uacc4: \uc62c\uac00\ubbf8 \ud68c\uadc0 \ubaa8\ub378\uc744 \ud53c\ud305\ud558\uace0 \u03bb \uac12\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc62c\uac00\ubbf8 \ud68c\uadc0\uac00 \uc801\uc808\ud558\ub2e4\uace0 \ud310\ub2e8\ub418\uba74 \u03bb\uc5d0 \ub300\ud55c \ucd5c\uc801 \uac12\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \uc801\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4(R \ub610\ub294 Python\uacfc \uac19\uc740 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4 \uc0ac\uc6a9).<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u03bb\uc5d0 \ub300\ud55c \ucd5c\uc801\uc758 \uac12\uc744 \uacb0\uc815\ud558\uae30 \uc704\ud574 \u03bb\uc5d0 \ub300\ud574 \uc11c\ub85c \ub2e4\ub978 \uac12\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc5ec\ub7ec \ubaa8\ub378\uc744 \uc801\ud569\ud558\uace0 \uac00\uc7a5 \ub0ae\uc740 MSE \ud14c\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud558\ub294 \uac12\uc73c\ub85c \u03bb\ub97c \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>3\ub2e8\uacc4: \uc62c\uac00\ubbf8 \ud68c\uadc0\ub97c \ub2a5\uc120 \ud68c\uadc0 \ubc0f \ubcf4\ud1b5 \ucd5c\uc18c \uc81c\uacf1 \ud68c\uadc0\uc640 \ube44\uad50\ud569\ub2c8\ub2e4.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub9c8\uc9c0\ub9c9\uc73c\ub85c \uc62c\uac00\ubbf8 \ud68c\uadc0 \ubaa8\ub378\uc744 \ub2a5\uc120 \ud68c\uadc0 \ubaa8\ub378 \ubc0f \ucd5c\uc18c \uc81c\uacf1 \ud68c\uadc0 \ubaa8\ub378\uacfc \ube44\uad50\ud558\uc5ec k-\uacb9 \uad50\ucc28 \uac80\uc99d\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc5b4\ub5a4 \ubaa8\ub378\uc774 \uac00\uc7a5 \ub0ae\uc740 MSE \ud14c\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud558\ub294\uc9c0 \uacb0\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc608\uce21 \ubcc0\uc218\uc640 \ubc18\uc751 \ubcc0\uc218 \uc0ac\uc774\uc758 \uad00\uacc4\uc5d0 \ub530\ub77c \uc774 \uc138 \uac00\uc9c0 \ubaa8\ub378 \uc911 \ud558\ub098\uac00 \ub2e4\uc591\ud55c \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c \ub2e4\ub978 \ubaa8\ub378\ubcf4\ub2e4 \uc131\ub2a5\uc774 \ub6f0\uc5b4\ub0a0 \uac00\ub2a5\uc131\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>R &amp; Python\uc758 \uc62c\uac00\ubbf8 \ud68c\uadc0<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 R \ubc0f Python\uc5d0\uc11c \uc62c\uac00\ubbf8 \ud68c\uadc0\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/ko\/r\u110b\u1174-\u110b\u1169\u11af\u1100\u1161\u1106\u1175-\u1112\u116c\u1100\u1171\/\" target=\"_blank\" rel=\"noopener noreferrer\">R\uc758 \uc62c\uac00\ubbf8 \ud68c\uadc0(\ub2e8\uacc4\ubcc4)<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\u110b\u1174-\u110b\u1169\u11af\u1100\u1161\u1106\u1175-\u1112\u116c\u1100\u1171\/\" target=\"_blank\" rel=\"noopener noreferrer\">Python\uc758 \uc62c\uac00\ubbf8 \ud68c\uadc0(\ub2e8\uacc4\ubcc4)<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc77c\ubc18\uc801\uc778 \ub2e4\uc911 \uc120\ud615 \ud68c\uadc0 \uc5d0\uc11c\ub294 p\uac1c\uc758 \uc608\uce21 \ubcc0\uc218 \uc138\ud2b8\uc640 \uc751\ub2f5 \ubcc0\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub2e4\uc74c \ud615\uc2dd\uc758 \ubaa8\ub378\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4. Y = \u03b2 0 + \u03b2 1 X 1 + \u03b2 2 X 2 + \u2026 + \u03b2 p \uae08: Y : \ubc18\uc751\ubcc0\uc218 X j : j \ubc88\uc9f8 \uc608\uce21\ubcc0\uc218 \u03b2 j : \ub2e4\ub978 \ubaa8\ub4e0 \uc608\uce21 \ubcc0\uc218\ub97c \uace0\uc815\ud55c \uc0c1\ud0dc\uc5d0\uc11c X [&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-1194","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>\uc62c\uac00\ubbf8 \ud68c\uadc0 \uc18c\uac1c - \ud1b5\uacc4\ud559<\/title>\n<meta name=\"description\" content=\"\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 \uc124\uba85\uacfc \uc608\uc81c\ub97c \ud3ec\ud568\ud558\uc5ec \uc62c\uac00\ubbf8 \ud68c\uadc0\uc5d0 \ub300\ud55c \uc18c\uac1c\ub97c \uc81c\uacf5\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\/\u110b\u1169\u11af\u1100\u1161\u1106\u1175-\u1112\u116c\u1100\u1171\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uc62c\uac00\ubbf8 \ud68c\uadc0 \uc18c\uac1c - 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