{"id":2043,"date":"2023-07-23T23:20:33","date_gmt":"2023-07-23T23:20:33","guid":{"rendered":"https:\/\/statorials.org\/cn\/%e8%a7%a3%e9%87%8a%e5%b2%a9%e7%9f%b3%e6%9b%b2%e7%ba%bf\/"},"modified":"2023-07-23T23:20:33","modified_gmt":"2023-07-23T23:20:33","slug":"%e8%a7%a3%e9%87%8a%e5%b2%a9%e7%9f%b3%e6%9b%b2%e7%ba%bf","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/%e8%a7%a3%e9%87%8a%e5%b2%a9%e7%9f%b3%e6%9b%b2%e7%ba%bf\/","title":{"rendered":"\u5982\u4f55\u89e3\u91ca roc \u66f2\u7ebf\uff08\u9644\u793a\u4f8b\uff09"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/cn\/\u903b\u8f91\u56de\u5f521\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u903b\u8f91\u56de\u5f52<\/a>\u662f\u4e00\u79cd\u7edf\u8ba1\u65b9\u6cd5\uff0c\u5f53\u54cd\u5e94\u53d8\u91cf\u662f\u4e8c\u5143\u65f6\uff0c\u6211\u4eec\u7528\u5b83\u6765\u62df\u5408\u56de\u5f52\u6a21\u578b\u3002\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<\/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\u4e3a\u8d1f\u7ed3\u679c\u7684\u6982\u7387\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u53ef\u89c6\u5316\u8fd9\u4e24\u4e2a\u6307\u6807\u7684\u4e00\u4e2a\u7b80\u5355\u65b9\u6cd5\u662f\u521b\u5efa<strong>ROC \u66f2\u7ebf<\/strong>\uff0c\u5b83\u662f\u663e\u793a\u903b\u8f91\u56de\u5f52\u6a21\u578b\u7684\u654f\u611f\u6027\u548c\u7279\u5f02\u6027\u7684\u56fe\u8868\u3002<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-19099 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/read_roc1.png\" alt=\"\" width=\"514\" height=\"400\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u672c\u6559\u7a0b\u4ecb\u7ecd\u5982\u4f55\u521b\u5efa\u548c\u89e3\u91ca ROC \u66f2\u7ebf\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u5982\u4f55\u521b\u5efa ROC \u66f2\u7ebf<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u4e00\u65e6\u6211\u4eec\u62df\u5408\u4e86\u903b\u8f91\u56de\u5f52\u6a21\u578b\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u4f7f\u7528\u8be5\u6a21\u578b\u5c06<a href=\"https:\/\/statorials.org\/cn\/\u7edf\u8ba1\u89c2\u5bdf\/\" target=\"_blank\" rel=\"noopener\">\u89c2\u5bdf\u7ed3\u679c<\/a>\u5206\u4e3a\u4e24\u7c7b\u4e4b\u4e00\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u89c2\u5bdf\u7ed3\u679c\u5206\u7c7b\u4e3a\u201c\u6b63\u9762\u201d\u6216\u201c\u8d1f\u9762\u201d\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u771f\u9633\u6027\u7387<\/strong>\u8868\u793a\u5b9e\u9645\u5e94\u8be5\u4e3a\u9633\u6027\u7684\u89c2\u5bdf\u7ed3\u679c\u7684\u6bd4\u4f8b\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u76f8\u53cd\uff0c<strong>\u5047\u9633\u6027\u7387<\/strong>\u8868\u793a\u5e94\u8be5\u4e3a\u9633\u6027\u4f46\u5b9e\u9645\u4e0a\u4e3a\u9634\u6027\u7684\u89c2\u5bdf\u7ed3\u679c\u7684\u6bd4\u4f8b\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5f53\u6211\u4eec\u521b\u5efa ROC \u66f2\u7ebf\u65f6\uff0c\u6211\u4eec\u4e3a\u903b\u8f91\u56de\u5f52\u6a21\u578b\u7684\u6bcf\u4e2a\u53ef\u80fd\u7684\u51b3\u7b56\u9608\u503c\u7ed8\u5236\u771f\u9633\u6027\u7387\u4e0e\u5047\u9633\u6027\u7387\u5bf9\u3002<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-19099 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/read_roc1.png\" alt=\"\" width=\"514\" height=\"400\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u5982\u4f55\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\u5c31\u8d8a\u80fd\u5c06\u6570\u636e\u5206\u7c7b\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e3a\u4e86\u91cf\u5316\u8fd9\u4e00\u70b9\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><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-19100 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/read_roc2.png\" alt=\"\" width=\"509\" height=\"397\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">AUC \u8d8a\u63a5\u8fd1 1\uff0c\u6a21\u578b\u8d8a\u597d\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">AUC \u7b49\u4e8e 0.5 \u7684\u6a21\u578b\u5c06\u662f\u4e00\u6761\u5b8c\u7f8e\u7684\u5bf9\u89d2\u7ebf\uff0c\u5e76\u4e14\u4ee3\u8868\u7684\u6a21\u578b\u5e76\u4e0d\u6bd4\u8fdb\u884c\u968f\u673a\u5206\u7c7b\u7684\u6a21\u578b\u66f4\u597d\u3002<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-19103 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/read_roc4.png\" alt=\"\" width=\"508\" height=\"391\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u8ba1\u7b97\u591a\u4e2a\u903b\u8f91\u56de\u5f52\u6a21\u578b\u7684 AUC \u7279\u522b\u6709\u7528\uff0c\u56e0\u4e3a\u5b83\u4f7f\u6211\u4eec\u80fd\u591f\u4e86\u89e3\u54ea\u4e2a\u6a21\u578b\u6700\u9002\u5408\u8fdb\u884c\u9884\u6d4b\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4f8b\u5982\uff0c\u5047\u8bbe\u6211\u4eec\u62df\u5408\u4e09\u4e2a\u4e0d\u540c\u7684\u903b\u8f91\u56de\u5f52\u6a21\u578b\uff0c\u5e76\u4e3a\u6bcf\u4e2a\u6a21\u578b\u7ed8\u5236\u4ee5\u4e0b ROC \u66f2\u7ebf\uff1a<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-19101 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/read_roc3.png\" alt=\"\" width=\"514\" height=\"395\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u5047\u8bbe\u6211\u4eec\u8ba1\u7b97\u6bcf\u4e2a\u6a21\u578b\u7684 AUC \u5982\u4e0b\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u6a21\u578bA\uff1a<\/strong> AUC = 0.923<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u6a21\u578b B\uff1a<\/strong> AUC = 0.794<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u6a21\u578b C\uff1a<\/strong> AUC = 0.588<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u6a21\u578b A \u5177\u6709\u6700\u9ad8\u7684 AUC\uff0c\u8868\u660e\u5b83\u5177\u6709\u6700\u5927\u7684\u66f2\u7ebf\u4e0b\u9762\u79ef\uff0c\u662f\u6b63\u786e\u5c06\u89c2\u6d4b\u7ed3\u679c\u5206\u7c7b\u7684\u6700\u4f73\u6a21\u578b\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\u4f7f\u7528\u4e0d\u540c\u7684\u7edf\u8ba1\u8f6f\u4ef6\u521b\u5efa ROC \u66f2\u7ebf\uff1a<\/span><\/p>\n<ul>\n<li><a href=\"https:\/\/statorials.org\/cn\/\u5ca9\u77f3\u66f2\u7ebfggplot2\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 R \u4e2d\u7ed8\u5236 ROC \u66f2\u7ebf<\/a><\/li>\n<li><a href=\"https:\/\/statorials.org\/cn\/python\u8ffd\u8e2aroc\u66f2\u7ebf\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728Python\u4e2d\u7ed8\u5236ROC\u66f2\u7ebf<\/a><\/li>\n<li><a href=\"https:\/\/statorials.org\/cn\/\u5ca9\u77f3\u66f2\u7ebfexcel\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 Excel \u4e2d\u521b\u5efa ROC \u66f2\u7ebf<\/a><\/li>\n<li><a href=\"https:\/\/statorials.org\/cn\/spss\u5ca9\u77f3\u66f2\u7ebf\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 SPSS \u4e2d\u521b\u5efa\u548c\u89e3\u91ca ROC \u66f2\u7ebf<\/a><\/li>\n<li><a href=\"https:\/\/statorials.org\/cn\/\u5ca9\u77f3\u66f2\u7ebf\u72b6\u6001\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 Stata \u4e2d\u521b\u5efa\u548c\u89e3\u91ca ROC \u66f2\u7ebf<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u903b\u8f91\u56de\u5f52\u662f\u4e00\u79cd\u7edf\u8ba1\u65b9\u6cd5\uff0c\u5f53\u54cd\u5e94\u53d8\u91cf\u662f\u4e8c\u5143\u65f6\uff0c\u6211\u4eec\u7528\u5b83\u6765\u62df\u5408\u56de\u5f52\u6a21\u578b\u3002\u4e3a\u4e86\u8bc4\u4f30\u903b\u8f91\u56de\u5f52\u6a21\u578b\u5bf9\u6570\u636e\u96c6\u7684\u62df\u5408\u7a0b\u5ea6\uff0c\u6211 [&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-2043","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5982\u4f55\u89e3\u91ca ROC \u66f2\u7ebf\uff08\u9644\u793a\u4f8b\uff09- Statorials<\/title>\n<meta name=\"description\" content=\"\u672c\u6559\u7a0b\u4ecb\u7ecd\u5982\u4f55\u89e3\u91ca\u7edf\u8ba1\u5b66\u4e2d\u7684 ROC \u66f2\u7ebf\uff0c\u5305\u62ec\u8be6\u7ec6\u8bf4\u660e\u548c\u51e0\u4e2a\u793a\u4f8b\u3002\" \/>\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\/cn\/\u89e3\u91ca\u5ca9\u77f3\u66f2\u7ebf\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5982\u4f55\u89e3\u91ca ROC \u66f2\u7ebf\uff08\u9644\u793a\u4f8b\uff09- Statorials\" \/>\n<meta property=\"og:description\" content=\"\u672c\u6559\u7a0b\u4ecb\u7ecd\u5982\u4f55\u89e3\u91ca\u7edf\u8ba1\u5b66\u4e2d\u7684 ROC \u66f2\u7ebf\uff0c\u5305\u62ec\u8be6\u7ec6\u8bf4\u660e\u548c\u51e0\u4e2a\u793a\u4f8b\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/cn\/\u89e3\u91ca\u5ca9\u77f3\u66f2\u7ebf\/\" 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