{"id":2166,"date":"2023-07-23T10:05:00","date_gmt":"2023-07-23T10:05:00","guid":{"rendered":"https:\/\/statorials.org\/ko\/auc-%e1%84%8c%e1%85%a9%e1%87%82%e1%84%8b%e1%85%b3%e1%86%ab-%e1%84%8c%e1%85%a5%e1%86%b7%e1%84%89%e1%85%ae%e1%84%82%e1%85%b3%e1%86%ab-%e1%84%86%e1%85%ae%e1%84%8b%e1%85%a5%e1%86%ba%e1%84%8b%e1%85%b5\/"},"modified":"2023-07-23T10:05:00","modified_gmt":"2023-07-23T10:05:00","slug":"auc-%e1%84%8c%e1%85%a9%e1%87%82%e1%84%8b%e1%85%b3%e1%86%ab-%e1%84%8c%e1%85%a5%e1%86%b7%e1%84%89%e1%85%ae%e1%84%82%e1%85%b3%e1%86%ab-%e1%84%86%e1%85%ae%e1%84%8b%e1%85%a5%e1%86%ba%e1%84%8b%e1%85%b5","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/auc-%e1%84%8c%e1%85%a9%e1%87%82%e1%84%8b%e1%85%b3%e1%86%ab-%e1%84%8c%e1%85%a5%e1%86%b7%e1%84%89%e1%85%ae%e1%84%82%e1%85%b3%e1%86%ab-%e1%84%86%e1%85%ae%e1%84%8b%e1%85%a5%e1%86%ba%e1%84%8b%e1%85%b5\/","title":{"rendered":"\uc88b\uc740 auc \uc810\uc218\ub294 \ubb34\uc5c7\uc785\ub2c8\uae4c?"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/ko\/\u1105\u1169\u110c\u1175\u1109\u1173\u1110\u1175\u11a8-\u1112\u116c\u1100\u1171-1\/\" target=\"_blank\" rel=\"noopener noreferrer\">\ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0\ub294<\/a> \uc751\ub2f5 \ubcc0\uc218\uac00 \uc774\uc9c4\uc77c \ub54c \ud68c\uadc0 \ubaa8\ub378\uc744 \ub9de\ucd94\ub294 \ub370 \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubaa8\ub378\uc774 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \uc5bc\ub9c8\ub098 \uc798 \ub9de\ub294\uc9c0 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \ub2e4\uc74c \ub450 \uac00\uc9c0 \uce21\uc815\ud56d\ubaa9\uc744 \uc0b4\ud3b4\ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\ubbfc\uac10\ub3c4:<\/strong> \uacb0\uacfc\uac00 \uc2e4\uc81c\ub85c \uae0d\uc815\uc801\uc77c \ub54c \ubaa8\ub378\uc774 \uad00\ucc30\uc5d0 \ub300\ud55c \uae0d\uc815\uc801\uc778 \uacb0\uacfc\ub97c \uc608\uce21\ud560 \ud655\ub960\uc785\ub2c8\ub2e4. \uc774\ub97c &#8216;\uc9c4\uc591\uc131\ub960&#8217;\uc774\ub77c\uace0\ub3c4 \ud569\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\ud2b9\uc774\uc131:<\/strong> \uacb0\uacfc\uac00 \uc2e4\uc81c\ub85c \ubd80\uc815\uc801\uc77c \ub54c \ubaa8\ub378\uc774 \uad00\ucc30\uc5d0 \ub300\ud574 \ubd80\uc815\uc801\uc778 \uacb0\uacfc\ub97c \uc608\uce21\ud560 \ud655\ub960\uc785\ub2c8\ub2e4. \uc774\ub97c &#8216;\uc9c4\uc74c\uc131\ub960&#8217;\uc774\ub77c\uace0\ub3c4 \ud569\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uc774 \ub450 \uac00\uc9c0 \uce21\uc815\uac12\uc744 \uc2dc\uac01\ud654\ud558\ub294 \ud55c \uac00\uc9c0 \ubc29\ubc95\uc740 &#8220;\uc218\uc2e0\uae30 \uc791\ub3d9 \ud2b9\uc131&#8221; \uace1\uc120\uc744 \ub098\ud0c0\ub0b4\ub294 <strong>ROC \uace1\uc120\uc744<\/strong> \ub9cc\ub4dc\ub294 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">y\ucd95\uc744 \ub530\ub77c \ubbfc\uac10\ub3c4\ub97c, x\ucd95\uc744 \ub530\ub77c (1 \u2013 \ud2b9\uc774\ub3c4)\ub97c \ud45c\uc2dc\ud558\ub294 \uadf8\ub798\ud504\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub370\uc774\ud130 \ubd84\ub958\uc5d0\uc11c \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubaa8\ub378\uc758 \ud6a8\uc728\uc131\uc744 \uc815\ub7c9\ud654\ud558\ub294 \ud55c \uac00\uc9c0 \ubc29\ubc95\uc740 &#8220;\uace1\uc120 \uc544\ub798 \uc601\uc5ed&#8221;\uc744 \uc758\ubbf8\ud558\ub294 <strong>AUC\ub97c<\/strong> \uacc4\uc0b0\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">AUC \uac12\uc758 \ubc94\uc704\ub294 0\uc5d0\uc11c 1\uae4c\uc9c0\uc785\ub2c8\ub2e4. AUC\uac00 1\uc778 \ubaa8\ub378\uc740 \uad00\uce21\uce58\ub97c \ud074\ub798\uc2a4\ub85c \uc644\ubcbd\ud558\uac8c \ubd84\ub958\ud560 \uc218 \uc788\ub294 \ubc18\uba74, AUC\uac00 0.5\uc778 \ubaa8\ub378\uc740 \ubb34\uc791\uc704 \ucd94\uce21\uc744 \ud558\ub294 \ubaa8\ub378\ubcf4\ub2e4 \ub098\uc744 \uac83\uc774 \uc5c6\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\uc88b\uc740 AUC \uc810\uc218\ub780 \ubb34\uc5c7\uc785\ub2c8\uae4c?<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ud559\uc0dd\ub4e4\uc774 AUC\uc5d0 \ub300\ud574 \uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><em><strong>\uc88b\uc740 AUC \uc810\uc218\ub780 \ubb34\uc5c7\uc785\ub2c8\uae4c?<\/strong><\/em><\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub300\ub2f5:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\uc88b\uc740 AUC \uc810\uc218\ub85c \uac04\uc8fc\ub418\ub294 <span style=\"color: #000000;\">\ud2b9\uc815 \uae30\uc900\uc740 \uc5c6\uc2b5\ub2c8\ub2e4<\/span> .<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\ubd84\uba85\ud788 AUC \uc810\uc218\uac00 \ub192\uc744\uc218\ub85d \ubaa8\ub378\uc774 \uad00\ucc30 \ub0b4\uc6a9\uc744 \ud074\ub798\uc2a4\ub85c \ubd84\ub958\ud558\ub294 \ub2a5\ub825\uc774 \ub354 \ucee4\uc9d1\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uadf8\ub9ac\uace0 \uc6b0\ub9ac\ub294 AUC \uc810\uc218\uac00 0.5\uc778 \ubaa8\ub378\uc774 \ubb34\uc791\uc704 \ucd94\uce21\uc744 \ud558\ub294 \ubaa8\ub378\ubcf4\ub2e4 \ub098\uc744 \uac83\uc774 \uc5c6\ub2e4\ub294 \uac83\uc744 \uc54c\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uadf8\ub7ec\ub098 AUC \uc810\uc218\uac00 \uc88b\uc740\uc9c0 \ub098\uc05c\uc9c0 \ud310\ub2e8\ud560 \uc218 \uc788\ub294 \ub9c8\ubc95\uc758 \uc22b\uc790\ub294 \uc5c6\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> \ud2b9\uc815 \uc810\uc218\ub97c \uc88b\uc74c \ub610\ub294 \ub098\uc068\uc73c\ub85c \ubd84\ub958\ud574\uc57c \ud558\ub294 \uacbd\uc6b0 <span style=\"color: #000000;\"><a href=\"https:\/\/onlinelibrary.wiley.com\/doi\/book\/10.1002\/9781118548387\" target=\"_blank\" rel=\"noopener\"><em>\uc751\uc6a9 \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubd84\uc11d<\/em><\/a> (p. 177)\uc5d0\uc11c<\/span> <span style=\"color: #000000;\"><em>Hosmer<\/em> \ubc0f Lemeshow\uc758 \ub2e4\uc74c \uacbd\ud5d8 \ubc95\uce59\uc744 \ucc38\uc870\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4<\/span> .<\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>0.5<\/strong> = \ucc28\ubcc4 \uc5c6\uc74c<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>0.5-0.7<\/strong> = \ub098\uc05c \ucc28\ubcc4<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>0.7-0.8<\/strong> = \ud5c8\uc6a9\ub418\ub294 \ucc28\ubcc4<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>0.8-0.9<\/strong> = \ub6f0\uc5b4\ub09c \ucc28\ubcc4\uc131<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>&gt;0.9<\/strong> = \uc608\uc678\uc801\uc778 \ucc28\ubcc4<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uc774\ub7ec\ud55c \ud45c\uc900\uc5d0 \ub530\ub974\uba74 AUC \uc810\uc218\uac00 0.7 \ubbf8\ub9cc\uc778 \ubaa8\ub378\uc740 \ubd88\ub7c9\ud55c \uac83\uc73c\ub85c \uac04\uc8fc\ub418\uba70 \ub354 \ub192\uc740 \ubaa8\ub378\uc740 \ud5c8\uc6a9 \uac00\ub2a5\ud558\uac70\ub098 \ub354 \ub098\uc740 \uac83\uc73c\ub85c \uac04\uc8fc\ub429\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>&#8220;\uc88b\uc740&#8221; AUC \uc810\uc218\ub294 \uc5c5\uacc4\uc5d0 \ub530\ub77c \ub2e4\ub985\ub2c8\ub2e4.<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">&#8220;\uc88b\uc740&#8221; AUC \uc810\uc218\ub85c \uac04\uc8fc\ub418\ub294 \uc810\uc218\ub294 \uc5c5\uacc4\uc5d0 \ub530\ub77c \ub2e4\ub974\ub2e4\ub294 \uc810\uc744 \uba85\uc2ec\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc608\ub97c \ub4e4\uc5b4, \uc758\ub8cc \ubd84\uc57c\uc5d0\uc11c \uc5f0\uad6c\uc790\ub4e4\uc740 \uc2e4\uc218\ub85c \uc778\ud55c \ub300\uac00\uac00 \ub9e4\uc6b0 \ub192\uae30 \ub54c\ubb38\uc5d0 AUC \uc810\uc218\uac00 0.95 \uc774\uc0c1\uc778 \uac83\uc744 \ucc3e\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc608\ub97c \ub4e4\uc5b4, \ud658\uc790\uac00 \uc554\uc5d0 \uac78\ub9b4\uc9c0 \uc5ec\ubd80\ub97c \uc608\uce21\ud558\ub294 \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubaa8\ub378\uc774 \uc788\ub294 \uacbd\uc6b0 \uc624\ub958(\ud658\uc790\uc5d0\uac8c \uc554\uc774 \uc5c6\ub2e4\uace0 \uac70\uc9d3\uc73c\ub85c \ub9d0\ud558\uace0 \ud658\uc790\uc5d0\uac8c \uc554\uc774 \uc788\ub2e4\uace0 \ub9d0\ud558\ub294 \uac83)\ub97c \uc800\uc9c0\ub974\ub294 \ub370 \ub4dc\ub294 \ube44\uc6a9\uc774 \ub108\ubb34 \ub192\uc544\uc11c \uac70\uc758 \ub9e4\ubc88 \ub9de\ub294 \ubaa8\ub378.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ubc18\ub300\ub85c \ub9c8\ucf00\ud305\uacfc \uac19\uc740 \ub2e4\ub978 \uc0b0\uc5c5\uc5d0\uc11c\ub294 \ubaa8\ub378\uc5d0 \ub354 \ub0ae\uc740 AUC \uc810\uc218\uac00 \ud5c8\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc608\ub97c \ub4e4\uc5b4 \uace0\uac1d\uc774 \ubc18\ubcf5 \uace0\uac1d\uc774 \ub420\uc9c0 \uc5ec\ubd80\ub97c \uc608\uce21\ud558\ub294 \ubaa8\ub378\uc774 \uc788\ub294 \uacbd\uc6b0 \uc798\ubabb\ub41c \ub300\uac00\ub294 \uc778\uc0dd\uc744 \ubcc0\ud654\uc2dc\ud0a4\uc9c0 \uc54a\uc73c\ubbc0\ub85c AUC\uac00 0.6\ub9cc\ud07c \ub0ae\uc740 \ubaa8\ub378\uc740 \uc5ec\uc804\ud788 \uc720\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>AUC \uc810\uc218\ub97c \ud604\uc7ac \ubaa8\ub378\uacfc \ube44\uad50<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\uc2e4\uc81c \uc124\uc815\uc5d0\uc11c\ub294 \uc0c8\ub85c\uc6b4 \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubaa8\ub378\uc758 AUC \uc810\uc218\ub97c \ud604\uc7ac \uc0ac\uc6a9 \uc911\uc778 \ubaa8\ub378\uc758 AUC \uc810\uc218\uc640 \ube44\uad50\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc608\ub97c \ub4e4\uc5b4, \ud68c\uc0ac\uac00 \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uace0\uac1d\uc774 \ub2e8\uace8 \uace0\uac1d\uc774 \ub420\uc9c0 \uc5ec\ubd80\ub97c \uc608\uce21\ud55c\ub2e4\uace0 \uac00\uc815\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ud604\uc7ac \ubaa8\ub378\uc758 AUC \uc810\uc218\uac00 0.6\uc774\uace0 AUC\uac00 0.65\uc778 \uc0c8 \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\ub294 \uacbd\uc6b0 \uac1c\ubc1c\ud55c \uc0c8 \ubaa8\ub378\uc740 \uc57d\uac04\uc758 \uac1c\uc120\ub9cc \uc81c\uacf5\ud558\ub354\ub77c\ub3c4 \ub354 \uc120\ud638\ub420 \uac83\uc774\uba70 Hosmer\uc640 Lemeshow\ub294 &#8220;\ub098\uc068&#8221;\uc73c\ub85c \uac04\uc8fc\ud560 \uac83\uc785\ub2c8\ub2e4. \ud45c\uc900.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \uc790\uc2b5\uc11c\uc5d0\uc11c\ub294 ROC \uace1\uc120 \ubc0f AUC \uc810\uc218\ub97c \ub9cc\ub4e4\uace0 \ud574\uc11d\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud55c \ucd94\uac00 \uc815\ubcf4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/ko\/\u110b\u1161\u11b7\u1109\u1165\u11a8-\u1100\u1169\u11a8\u1109\u1165\u11ab\u110b\u1173\u11af-\u1112\u1162\u1109\u1165\u11a8\u1112\u1161\u1103\u1161\/\" target=\"_blank\" rel=\"noopener\">ROC \uace1\uc120\uc744 \ud574\uc11d\ud558\ub294 \ubc29\ubc95(\uc608\uc81c \ud3ec\ud568)<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/roc-\u1100\u1169\u11a8\u1109\u1165\u11ab-\u1111\u1161\u110b\u1175\u110a\u1165\u11ab-\u110e\u116e\u110c\u1165\u11a8\/\" target=\"_blank\" rel=\"noopener\">Python\uc5d0\uc11c ROC \uace1\uc120\uc744 \ub9cc\ub4dc\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u110b\u1161\u11b7\u1109\u1165\u11a8-\u1100\u1169\u11a8\u1109\u1165\u11ab-ggplot2\/\" target=\"_blank\" rel=\"noopener\">R\uc5d0\uc11c ROC \uace1\uc120\uc744 \ub9cc\ub4dc\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u110b\u1161\u1102\u1175-r\u110b\u1166\/\" target=\"_blank\" rel=\"noopener\">R\uc5d0\uc11c AUC\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0\ub294 \uc751\ub2f5 \ubcc0\uc218\uac00 \uc774\uc9c4\uc77c \ub54c \ud68c\uadc0 \ubaa8\ub378\uc744 \ub9de\ucd94\ub294 \ub370 \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubaa8\ub378\uc774 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \uc5bc\ub9c8\ub098 \uc798 \ub9de\ub294\uc9c0 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \ub2e4\uc74c \ub450 \uac00\uc9c0 \uce21\uc815\ud56d\ubaa9\uc744 \uc0b4\ud3b4\ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubbfc\uac10\ub3c4: \uacb0\uacfc\uac00 \uc2e4\uc81c\ub85c \uae0d\uc815\uc801\uc77c \ub54c \ubaa8\ub378\uc774 \uad00\ucc30\uc5d0 \ub300\ud55c \uae0d\uc815\uc801\uc778 \uacb0\uacfc\ub97c \uc608\uce21\ud560 \ud655\ub960\uc785\ub2c8\ub2e4. \uc774\ub97c &#8216;\uc9c4\uc591\uc131\ub960&#8217;\uc774\ub77c\uace0\ub3c4 \ud569\ub2c8\ub2e4. \ud2b9\uc774\uc131: \uacb0\uacfc\uac00 \uc2e4\uc81c\ub85c \ubd80\uc815\uc801\uc77c \ub54c \ubaa8\ub378\uc774 \uad00\ucc30\uc5d0 \ub300\ud574 \ubd80\uc815\uc801\uc778 \uacb0\uacfc\ub97c \uc608\uce21\ud560 [&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-2166","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\/ 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