{"id":2886,"date":"2023-07-20T06:22:04","date_gmt":"2023-07-20T06:22:04","guid":{"rendered":"https:\/\/statorials.org\/cn\/%e5%bc%af%e6%9b%b2%e5%b2%a9%e7%9f%b3%e6%b0%94%e9%97%b8\/"},"modified":"2023-07-20T06:22:04","modified_gmt":"2023-07-20T06:22:04","slug":"%e5%bc%af%e6%9b%b2%e5%b2%a9%e7%9f%b3%e6%b0%94%e9%97%b8","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/%e5%bc%af%e6%9b%b2%e5%b2%a9%e7%9f%b3%e6%b0%94%e9%97%b8\/","title":{"rendered":"\u5982\u4f55\u5728 sas \u4e2d\u521b\u5efa roc \u66f2\u7ebf"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u5f53\u54cd\u5e94\u53d8\u91cf\u662f\u4e8c\u5143\u65f6\uff0c<a href=\"https:\/\/statorials.org\/cn\/\u903b\u8f91\u56de\u5f521\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u903b\u8f91\u56de\u5f52<\/a>\u662f\u6211\u4eec\u53ef\u4ee5\u7528\u6765\u62df\u5408\u56de\u5f52\u6a21\u578b\u7684\u65b9\u6cd5\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e3a\u4e86\u8bc4\u4f30\u903b\u8f91\u56de\u5f52\u6a21\u578b\u5bf9\u6570\u636e\u96c6\u7684\u62df\u5408\u7a0b\u5ea6\uff0c\u6211\u4eec\u53ef\u4ee5\u67e5\u770b\u4ee5\u4e0b\u4e24\u4e2a\u6307\u6807\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u654f\u611f\u6027\uff1a<\/strong>\u5f53\u7ed3\u679c\u5b9e\u9645\u4e0a\u662f\u79ef\u6781\u7684\u65f6\uff0c\u6a21\u578b\u9884\u6d4b\u89c2\u5bdf\u7ed3\u679c\u4e3a\u79ef\u6781\u7684\u6982\u7387\u3002\u8fd9\u4e5f\u79f0\u4e3a\u201c\u771f\u9633\u6027\u7387\u201d\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u7279\u5f02\u6027\uff1a<\/strong>\u5f53\u7ed3\u679c\u5b9e\u9645\u4e0a\u4e3a\u8d1f\u65f6\uff0c\u6a21\u578b\u9884\u6d4b\u89c2\u5bdf\u7ed3\u679c\u4e3a\u8d1f\u7684\u6982\u7387\u3002\u8fd9\u4e5f\u79f0\u4e3a\u201c\u771f\u8d1f\u7387\u201d\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u53ef\u89c6\u5316\u8fd9\u4e24\u4e2a\u6d4b\u91cf\u503c\u7684\u4e00\u79cd\u65b9\u6cd5\u662f\u521b\u5efa<strong>ROC \u66f2\u7ebf<\/strong>\uff0c\u5b83\u4ee3\u8868\u201c\u63a5\u6536\u5668\u64cd\u4f5c\u7279\u6027\u201d\u66f2\u7ebf\u3002\u8be5\u56fe\u663e\u793a\u903b\u8f91\u56de\u5f52\u6a21\u578b\u7684\u654f\u611f\u6027\u548c\u7279\u5f02\u6027\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u5206\u6b65\u793a\u4f8b\u5c55\u793a\u4e86\u5982\u4f55\u5728 SAS \u4e2d\u521b\u5efa\u548c\u89e3\u91ca ROC \u66f2\u7ebf\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u7b2c 1 \u6b65\uff1a\u521b\u5efa\u6570\u636e\u96c6<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u9996\u5148\uff0c\u6211\u4eec\u5c06\u4e3a 18 \u540d\u5b66\u751f\u521b\u5efa\u4e00\u4e2a\u5305\u542b\u4ee5\u4e0b\u53d8\u91cf\u4fe1\u606f\u7684\u6570\u636e\u96c6\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u88ab\u67d0\u6240\u5927\u5b66\u5f55\u53d6\uff081 = \u662f\uff0c0 = \u5426\uff09<\/span><\/li>\n<li> <span style=\"color: #000000;\">GPA\uff081 \u81f3 4 \u7b49\u7ea7\uff09<\/span><\/li>\n<li> <span style=\"color: #000000;\">ACT \u5206\u6570\uff081 \u81f3 36 \u5206\uff09<\/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>\u6b65\u9aa4 2\uff1a\u62df\u5408\u903b\u8f91\u56de\u5f52\u6a21\u578b\u5e76\u521b\u5efa ROC \u66f2\u7ebf<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u4f7f\u7528<strong>proc Logistics<\/strong>\u6765\u62df\u5408\u903b\u8f91\u56de\u5f52\u6a21\u578b\uff0c\u4f7f\u7528\u201cacceptance\u201d\u4f5c\u4e3a\u54cd\u5e94\u53d8\u91cf\uff0c\u201cgpa\u201d\u548c\u201cact\u201d\u4f5c\u4e3a\u9884\u6d4b\u53d8\u91cf\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u5c06\u6307\u5b9a<strong>\u9012\u51cf<\/strong>\uff0c\u4ee5\u4fbf SAS \u77e5\u9053\u5982\u4f55\u9884\u6d4b\u54cd\u5e94\u53d8\u91cf\u53d6\u503c 1 \u7684\u6982\u7387\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u8fd8\u5c06\u4f7f\u7528<strong>plots(only)=roc<\/strong>\u4e3a\u6a21\u578b\u521b\u5efaROC \u66f2\u7ebf\uff1a<\/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 \u4e2d\u7684 ROC \u66f2\u7ebf\" width=\"453\" height=\"453\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u7b2c 3 \u6b65\uff1a\u89e3\u91ca ROC \u66f2\u7ebf<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">ROC \u66f2\u7ebf\u8d8a\u63a5\u8fd1\u56fe\u7684\u5de6\u4e0a\u89d2\uff0c\u6a21\u578b\u5bf9\u6570\u636e\u96c6\u4e2d\u54cd\u5e94\u503c\u7684\u9884\u6d4b\u6548\u679c\u5c31\u8d8a\u597d\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4ece\u4e0a\u56fe\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u84dd\u8272\u7684 ROC \u66f2\u7ebf\u503e\u5411\u4e8e\u7d27\u8d34\u5de6\u4e0a\u89d2\uff0c\u8868\u660e\u903b\u8f91\u56de\u5f52\u6a21\u578b\u5728\u9884\u6d4b\u54cd\u5e94\u503c\u65b9\u9762\u505a\u5f97\u5f88\u597d\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e3a\u4e86\u91cf\u5316\u903b\u8f91\u56de\u5f52\u6a21\u578b\u5bf9\u6570\u636e\u7684\u62df\u5408\u7a0b\u5ea6\uff0c\u6211\u4eec\u53ef\u4ee5\u8ba1\u7b97<strong>AUC<\/strong> \uff08\u66f2\u7ebf\u4e0b\u9762\u79ef\uff09\uff0c\u5b83\u544a\u8bc9\u6211\u4eec\u6709\u591a\u5c11\u56fe\u4f4d\u4e8e\u66f2\u7ebf\u4e0b\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">AUC \u8d8a\u63a5\u8fd1 1\uff0c\u6a21\u578b\u8d8a\u597d\u3002 AUC \u7b49\u4e8e 0.5 \u7684\u6a21\u578b\u5e76\u4e0d\u6bd4\u8fdb\u884c\u968f\u673a\u5206\u7c7b\u7684\u6a21\u578b\u66f4\u597d\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5728\u4e0a\u9762\u7684\u56fe\u8868\u6807\u9898\u4e0b\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u8be5\u6a21\u578b\u7684 AUC \u4e3a<strong>0.9351<\/strong> \u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u7531\u4e8e\u8be5\u503c\u63a5\u8fd1\u4e8e 1\uff0c\u8fd9\u8bc1\u5b9e\u4e86\u6a21\u578b\u5f88\u597d\u5730\u9884\u6d4b\u4e86\u54cd\u5e94\u503c\u7684\u503c\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u8fd8\u53ef\u4ee5\u4f7f\u7528AUC\u503c\u6765\u6bd4\u8f83\u4e0d\u540c\u903b\u8f91\u56de\u5f52\u6a21\u578b\u7684\u62df\u5408\u7a0b\u5ea6\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4f8b\u5982\uff0c\u5047\u8bbe\u6211\u4eec\u62df\u5408\u4e24\u4e2a\u4e0d\u540c\u7684\u903b\u8f91\u56de\u5f52\u6a21\u578b\u5e76\u8ba1\u7b97\u6bcf\u4e2a\u6a21\u578b\u7684 AUC \u503c\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u6a21\u578b1\u7684AUC\uff1a <strong>0.9351<\/strong><\/span><\/li>\n<li><span style=\"color: #000000;\">\u6a21\u578b2\u7684AUC\uff1a <strong>0.8140<\/strong><\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u7531\u4e8e\u6a21\u578b 1 \u7684 AUC \u8f83\u5927\uff0c\u8fd9\u8868\u660e\u6a21\u578b 1 \u6bd4\u6a21\u578b 2 \u66f4\u597d\u5730\u62df\u5408\u6570\u636e\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u5176\u4ed6\u8d44\u6e90<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u6559\u7a0b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 SAS \u4e2d\u6267\u884c\u5176\u4ed6\u5e38\u89c1\u64cd\u4f5c\uff1a<\/span><\/p>\n<p><a href=\"https:\/\/statorials.org\/cn\/sas\u4e2d\u7684\u7b80\u5355\u7ebf\u6027\u56de\u5f52\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 SAS \u4e2d\u6267\u884c\u7b80\u5355\u7ebf\u6027\u56de\u5f52<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/sas\u4e2d\u7684\u591a\u5143\u7ebf\u6027\u56de\u5f52\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 SAS \u4e2d\u6267\u884c\u591a\u5143\u7ebf\u6027\u56de\u5f52<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u6c14\u95f8\u4e2d\u7684\u903b\u8f91\u56de\u5f52\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 SAS \u4e2d\u6267\u884c\u903b\u8f91\u56de\u5f52<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f53\u54cd\u5e94\u53d8\u91cf\u662f\u4e8c\u5143\u65f6\uff0c\u903b\u8f91\u56de\u5f52\u662f\u6211\u4eec\u53ef\u4ee5\u7528\u6765\u62df\u5408\u56de\u5f52\u6a21\u578b\u7684\u65b9\u6cd5\u3002 \u4e3a\u4e86\u8bc4\u4f30\u903b\u8f91\u56de\u5f52\u6a21\u578b\u5bf9\u6570\u636e\u96c6\u7684\u62df\u5408\u7a0b\u5ea6\uff0c\u6211\u4eec\u53ef [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-2886","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is 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