{"id":2883,"date":"2023-07-20T06:22:04","date_gmt":"2023-07-20T06:22:04","guid":{"rendered":"https:\/\/statorials.org\/ko\/%e1%84%80%e1%85%a9%e1%86%a8%e1%84%89%e1%85%a5%e1%86%ab%e1%84%92%e1%85%a7%e1%86%bc-%e1%84%8b%e1%85%a1%e1%86%b7%e1%84%89%e1%85%a5%e1%86%a8-%e1%84%8b%e1%85%a6%e1%84%8b%e1%85%a5%e1%84%85%e1%85%a9%e1%86%a8\/"},"modified":"2023-07-20T06:22:04","modified_gmt":"2023-07-20T06:22:04","slug":"%e1%84%80%e1%85%a9%e1%86%a8%e1%84%89%e1%85%a5%e1%86%ab%e1%84%92%e1%85%a7%e1%86%bc-%e1%84%8b%e1%85%a1%e1%86%b7%e1%84%89%e1%85%a5%e1%86%a8-%e1%84%8b%e1%85%a6%e1%84%8b%e1%85%a5%e1%84%85%e1%85%a9%e1%86%a8","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/%e1%84%80%e1%85%a9%e1%86%a8%e1%84%89%e1%85%a5%e1%86%ab%e1%84%92%e1%85%a7%e1%86%bc-%e1%84%8b%e1%85%a1%e1%86%b7%e1%84%89%e1%85%a5%e1%86%a8-%e1%84%8b%e1%85%a6%e1%84%8b%e1%85%a5%e1%84%85%e1%85%a9%e1%86%a8\/","title":{"rendered":"Sas\uc5d0\uc11c roc \uace1\uc120\uc744 \ub9cc\ub4dc\ub294 \ubc29\ubc95"},"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\ud560 \uc218 \uc788\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. \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0\ubaa8\ub378\uc758 \ubbfc\uac10\ub3c4\uc640 \ud2b9\uc774\ub3c4\ub97c \ud45c\uc2dc\ud55c \uadf8\ub798\ud504\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ub2e8\uacc4\ubcc4 \uc608\uc5d0\uc11c\ub294 SAS\uc5d0\uc11c ROC \uace1\uc120\uc744 \ub9cc\ub4e4\uace0 \ud574\uc11d\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>1\ub2e8\uacc4: \ub370\uc774\ud130\uc138\ud2b8 \ub9cc\ub4e4\uae30<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\uba3c\uc800 18\uba85\uc758 \ud559\uc0dd\uc5d0 \ub300\ud574 \ub2e4\uc74c \ubcc0\uc218\uc5d0 \ub300\ud55c \uc815\ubcf4\uac00 \ud3ec\ud568\ub41c \ub370\uc774\ud130\uc138\ud2b8\ub97c \ub9cc\ub4ed\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\ud2b9\uc815 \ub300\ud559 \uc785\ud559 (1 = \uc608, 0 = \uc544\ub2c8\uc694)<\/span><\/li>\n<li> <span style=\"color: #000000;\">GPA(1~4\ub4f1\uae09)<\/span><\/li>\n<li> <span style=\"color: #000000;\">ACT \uc810\uc218(1~36\uc810)<\/span><\/li>\n<\/ul>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">\/*create dataset*\/\n<\/span><span style=\"color: #800080;\">data<\/span> my_data;\n    <span style=\"color: #3366ff;\">input<\/span> acceptance gpa act;\n    <span style=\"color: #3366ff;\">datalines<\/span> ;\n1 3 30\n0 1 21\n0 2 26\n0 1 24\n1 3 29\n1 3 34\n0 3 31\n1 2 29\n0 1 21\n1 2 21\n0 1 15\n1 3 32\n1 4 31\n1 4 29\n0 1 24\n1 4 29\n1 3 21\n1 4 34\n;\n<span style=\"color: #800080;\">run<\/span> ;\n<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>2\ub2e8\uacc4: \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubaa8\ub378\uc744 \ub9de\ucd94\uace0 ROC \uace1\uc120 \ub9cc\ub4e4\uae30<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c\uc73c\ub85c, \ubc18\uc751 \ubcc0\uc218\ub85c &#8220;acceptance&#8221;\ub97c \uc0ac\uc6a9\ud558\uace0 \uc608\uce21 \ubcc0\uc218\ub85c &#8220;gpa&#8221;\uc640 &#8220;act&#8221;\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubaa8\ub378\uc744 \ub9de\ucd94\uae30 \uc704\ud574 <strong>proc Logistics\ub97c<\/strong> \uc0ac\uc6a9\ud560 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">SAS\uac00 \uc751\ub2f5 \ubcc0\uc218\uac00 \uac12 1\uc744 \ucde8\ud560 \ud655\ub960\uc744 \uc608\uce21\ud558\ub294 \ubc29\ubc95\uc744 \uc54c \uc218 \uc788\ub3c4\ub85d <strong>\uac10\uc18c\ub97c<\/strong> \uc9c0\uc815\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub610\ud55c <strong>Plots(only)=roc\ub97c<\/strong> \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc5d0 \ub300\ud55c ROC \uace1\uc120\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">\/*fit logistic regression model &amp; create ROC curve*\/\n<\/span><span style=\"color: #800080;\">proc logistic<\/span> <span style=\"color: #3366ff;\">data<\/span> =my_data <span style=\"color: #3366ff;\">descending plots <span style=\"color: #000000;\">( <span style=\"color: #3366ff;\">only<\/span> )=roc;<\/span><\/span>\n  <span style=\"color: #3366ff;\">model<\/span> acceptance = gpa act;\n<span style=\"color: #800080;\">run<\/span> ;<\/strong><\/span>\n<\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-25213\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/rocsas1.jpg\" alt=\"SAS\uc758 ROC \uace1\uc120\" width=\"453\" height=\"453\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3> <span style=\"color: #000000;\"><strong>3\ub2e8\uacc4: ROC \uace1\uc120 \ud574\uc11d<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">ROC \uace1\uc120\uc774 \ud50c\ub86f\uc758 \uc67c\ucabd \uc0c1\ub2e8 \ubaa8\uc11c\ub9ac\uc5d0 \uac00\uae4c\uc6b8\uc218\ub85d \ubaa8\ub378\uc774 \ub370\uc774\ud130 \uc138\ud2b8\uc758 \uc751\ub2f5 \uac12 \uac12\uc744 \ub354 \uc798 \uc608\uce21\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc704 \uadf8\ub798\ud504\uc5d0\uc11c \ud30c\ub780\uc0c9 ROC \uace1\uc120\uc774 \uc67c\ucabd \uc704 \ubaa8\uc11c\ub9ac\ub97c \uaef4\uc548\ub294 \uacbd\ud5a5\uc774 \uc788\uc74c\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubaa8\ub378\uc774 \ubc18\uc751 \uac12\uc758 \uac12\uc744 \uc798 \uc608\uce21\ud558\uace0 \uc788\uc74c\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubaa8\ub378\uc774 \ub370\uc774\ud130\uc5d0 \uc5bc\ub9c8\ub098 \uc798 \ub9de\ub294\uc9c0 \uc815\ub7c9\ud654\ud558\uae30 \uc704\ud574 \uace1\uc120 \uc544\ub798\uc5d0 \uc788\ub294 \ud50c\ub86f\uc758 \uc591\uc744 \uc54c\ub824\uc8fc\ub294 <strong>AUC<\/strong> (\uace1\uc120 \uc544\ub798 \uc601\uc5ed)\ub97c \uacc4\uc0b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">AUC\uac00 1\uc5d0 \uac00\uae4c\uc6b8\uc218\ub85d \ubaa8\ub378\uc774 \ub354 \uc88b\uc2b5\ub2c8\ub2e4. AUC\uac00 0.5\uc778 \ubaa8\ub378\uc740 \ubb34\uc791\uc704 \ubd84\ub958\ub97c \uc218\ud589\ud558\ub294 \ubaa8\ub378\ubcf4\ub2e4 \ub098\uc744 \uac83\uc774 \uc5c6\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc704 \ucc28\ud2b8 \uc81c\ubaa9\uc5d0\uc11c \uc774 \ubaa8\ub378\uc758 AUC\uac00 <strong>0.9351<\/strong> \uc784\uc744 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \uac12\uc774 1\uc5d0 \uac00\uae4c\uc6b0\ubbc0\ub85c \ubaa8\ub378\uc774 \uc751\ub2f5\uac12\uc758 \uac12\uc744 \uc798 \uc608\uce21\ud558\uace0 \uc788\uc74c\uc744 \ud655\uc778\uc2dc\ucf1c \uc90d\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub610\ud55c AUC \uac12\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub2e4\uc591\ud55c \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubaa8\ub378\uc758 \uc801\ud569\uc131\uc744 \ube44\uad50\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc608\ub97c \ub4e4\uc5b4 \ub450 \uac00\uc9c0 \ub2e4\ub978 \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubaa8\ub378\uc744 \uc801\ud569\ud558\uace0 \uac01\uac01\uc5d0 \ub300\ud55c AUC \uac12\uc744 \uacc4\uc0b0\ud55c\ub2e4\uace0 \uac00\uc815\ud569\ub2c8\ub2e4.<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\ubaa8\ub378 1\uc758 AUC: <strong>0.9351<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">\ubaa8\ub378 2\uc758 AUC: <strong>0.8140<\/strong><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\ubaa8\ub378 1\uc758 AUC\uac00 \ub354 \ud06c\uae30 \ub54c\ubb38\uc5d0 \uc774\ub294 \ubaa8\ub378 1\uc774 \ubaa8\ub378 2\ubcf4\ub2e4 \ub370\uc774\ud130 \uc801\ud569\uc131\uc744 \ub354 \uc798 \uc218\ud589\ud55c\ub2e4\ub294 \uac83\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/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 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 SAS\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\/sas\u110b\u1174-\u1103\u1161\u11ab\u1109\u116e\u11ab-\u1109\u1165\u11ab\u1112\u1167\u11bc-\u1112\u116c\u1100\u1171\/\" target=\"_blank\" rel=\"noopener\">SAS\uc5d0\uc11c \ub2e8\uc21c \uc120\ud615 \ud68c\uadc0\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/sas\u110b\u1174-\u1103\u1161\u110c\u116e\u11bc-\u1109\u1165\u11ab\u1112\u1167\u11bc-\u1112\u116c\u1100\u1171\/\" target=\"_blank\" rel=\"noopener\">SAS\uc5d0\uc11c \ub2e4\uc911 \uc120\ud615 \ud68c\uadc0\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u110b\u1166\u110b\u1165\u1105\u1169\u11a8\u110b\u1174-\u1105\u1169\u110c\u1175\u1109\u1173\u1110\u1175\u11a8-\u1112\u116c\u1100\u1171\/\" target=\"_blank\" rel=\"noopener\">SAS\uc5d0\uc11c \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0\ub97c \uc218\ud589\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\ud560 \uc218 \uc788\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 [&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-2883","post","type-post","status-publish","format-standard","hentry","category-20"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - 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