{"id":342,"date":"2022-02-19T21:06:36","date_gmt":"2022-02-19T12:06:36","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/compare-two-roc-curves-of-logistic-regression-in-ezr\/"},"modified":"2025-03-20T19:42:50","modified_gmt":"2025-03-20T10:42:50","slug":"compare-two-roc-curves-of-logistic-regression-in-ezr","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/compare-two-roc-curves-of-logistic-regression-in-ezr\/","title":{"rendered":"EZR \u3067\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u591a\u5909\u91cf ROC \u66f2\u7dda\u3092\u6bd4\u8f03\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u56de\u5e30\u8a3a\u65ad\u306e\u4e00\u3064\u306bROC\u66f2\u7dda\u3092\u6d3b\u7528\u3059\u308b\u65b9\u6cd5\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u591a\u5909\u91cf\u3067\u884c\u3048\u3070\u591a\u5909\u91cfROC\u66f2\u7dda\u3068\u306a\u308b\u3002<\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb\u3054\u3068\u306b\u7b97\u51fa\u3055\u308c\u308bROC\u66f2\u7dda\u3092\u6bd4\u8f03\u3059\u308b\u306b\u306f\u3069\u306e\u3088\u3046\u306b\u3059\u308c\u3070\u3088\u3044\u304b\uff1f<\/p>\n\n\n\n<!--more-->\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ROC\u66f2\u7dda\u3068\u306f\">ROC\u66f2\u7dda\u3068\u306f\uff1f<\/h2>\n\n\n\n<p>\u307e\u305aROC\u66f2\u7dda\u3068\u306f\u4f55\u304b\uff1f<\/p>\n\n\n\n<p>ROC\u66f2\u7dda\u3068\u306f\u3001\u3042\u308a\u30fb\u306a\u3057\u3001\u9ad8\u3044\u30fb\u4f4e\u3044\u3001\u6b63\u89e3\u30fb\u9593\u9055\u3044\u306a\u3069\uff12\u5024\u3092\u5224\u5225\u3059\u308b\u305f\u3081\u306e\u9023\u7d9a\u91cf\u306e\u5207\u308c\u76ee\uff08\u95be\u5024[\u3057\u304d\u3044\u3061]\u3001\u30ab\u30c3\u30c8\u30aa\u30d5\u30dd\u30a4\u30f3\u30c8\uff09\u3092\u691c\u8a0e\u3059\u308b\u65b9\u6cd5\u3060\u3002<\/p>\n\n\n\n<p>ROC\u3068\u306fReceiver Operating Characteristics\u3068\u3044\u3046\u8a00\u8449\u306e\u982d\u6587\u5b57\u3060\u304c\u3001\u3082\u3068\u3082\u3068\u306e\u30ec\u30fc\u30c0\u30fc\u6280\u8853\u304b\u3089\u306e\u6d3e\u751f\u3067\u3001\u4e3b\u306b\u81e8\u5e8a\u691c\u67fb\u306e\u611f\u5ea6\u30fb\u7279\u7570\u5ea6\u306b\u4f7f\u308f\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u3042\u308b\u6570\u5024\u4ee5\u4e0a\u3092\u3001\u75c5\u6c17\u3042\u308a\u3068\u5b9a\u7fa9\u3059\u308b\u3068\u3001\u611f\u5ea6\u30fb\u7279\u7570\u5ea6\u304c\u3069\u306e\u304f\u3089\u3044\u306b\u306a\u308b\u304b\uff1f<\/p>\n\n\n\n<p>\u3069\u306e\u6570\u5024\u304c\u3082\u3063\u3068\u3082\u611f\u5ea6\u30fb\u7279\u7570\u5ea6\u306e\u30d0\u30e9\u30f3\u30b9\u304c\u3044\u3044\u304b\uff1f<\/p>\n\n\n\n<p>\u306a\u3069\u306e\u5206\u6790\u3092\u884c\u3046\u3082\u306e\u3060\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u591a\u5909\u91cf-ROC-\u66f2\u7dda\u3068\u306f\">\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u591a\u5909\u91cf ROC \u66f2\u7dda\u3068\u306f\uff1f<\/h2>\n\n\n\n<p>ROC\u66f2\u7dda\u306f\u3001\u4e00\u3064\u306e\u9023\u7d9a\u91cf\u3067\u3001\u3042\u308a\u30fb\u306a\u3057\u3092\u4e88\u6e2c\u3059\u308b\u6027\u80fd\u306e\u691c\u8a0e\u306a\u306e\u3060\u304c\u3001\u4e00\u3064\u306e\u9023\u7d9a\u91cf\u3092\u591a\u5909\u91cf\u304b\u3089\u4e88\u6e2c\u3057\u305f\u78ba\u7387\u3068\u3044\u3046\u6570\u5024\u306b\u3057\u3066\u3001\uff12\u5024\u306e\u76ee\u7684\u5909\u6570\uff08\u4f8b\u3048\u3070\u75c5\u6c17\u3042\u308a\u30fb\u306a\u3057\uff09\u3092\u4e88\u6e2c\u3059\u308b\u6027\u80fd\u3068\u3044\u3046\u3075\u3046\u306b\u8003\u3048\u305f\u306e\u304c\u3001\u591a\u5909\u91cfROC\u66f2\u7dda\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<p>\u3042\u308b\u75c5\u6c17\u306e\u6709\u308a\u7121\u3057\u3092\u3001\u3042\u308b\u4e00\u3064\u306e\u691c\u67fb\u5024\u3068\u3001\u305d\u308c\u3092\u88dc\u52a9\u3059\u308b\u691c\u67fb\u5024\u3001\u6027\u5225\u3001\u5e74\u9f62\u3001BMI\u306a\u3069\u306e\u5909\u6570\u3067\u7dcf\u5408\u7684\u306b\u8a08\u7b97\u3055\u308c\u308b\u78ba\u7387\u3067\u4e88\u6e2c\u3059\u308b\u3068\u3044\u3046\u3088\u3046\u306a\u5f62\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<p>\u7dcf\u5408\u7684\u306b\u78ba\u7387\u3092\u8a08\u7b97\u3059\u308b\u3068\u304d\u306e\u5909\u6570\u3092\u3001\u5897\u3084\u3057\u305f\u308a\u3001\u6e1b\u3089\u3057\u305f\u308a\u3059\u308b\u3068\u3001\u3044\u304f\u3064\u304b\u78ba\u7387\u304c\u6c42\u307e\u308b\u3002<\/p>\n\n\n\n<p>\u3069\u306e\u7d44\u307f\u5408\u308f\u305b\u306e\u6642\u306b\u3082\u3063\u3068\u3082\u4e88\u6e2c\u6027\u80fd\u304c\u826f\u3044\u304b\u3068\u3044\u3046\u6bd4\u8f03\u3092\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3068\u3044\u3046\u308f\u3051\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<div id=\"biost-4285563015\" class=\"biost- biost-entity-placement\"><p style=\"text-align: center;\"><span style=\"font-size: 20px;\"><strong><a href=\"https:\/\/best-biostatistics.com\/kmhl\">\uff1e\uff1e\u3082\u3046\u7d71\u8a08\u3067\u60a9\u3080\u306e\u306f\u7d42\u308f\u308a\u306b\u3057\u307e\u305b\u3093\u304b\uff1f\u00a0<\/a><\/strong><\/span><\/p>\r\n<a href=\"https:\/\/best-biostatistics.com\/kmhl\"><img class=\"aligncenter wp-image-2794 size-full\" src=\"https:\/\/best-biostatistics.com\/wp\/wp-content\/uploads\/2023\/11\/bn_r_03.png\" alt=\"\" width=\"500\" height=\"327\" \/><\/a>\r\n<p style=\"text-align: center;\"><span style=\"color: #ff0000; font-size: 20px;\"><strong><span class=\"marker2\">\u21911\u4e07\u4eba\u4ee5\u4e0a\u306e\u533b\u7642\u5f93\u4e8b\u8005\u304c\u8cfc\u8aad\u4e2d<\/span><\/strong><\/span><\/p><\/div><h2 class=\"wp-block-heading\" id=\"EZR\u3067\u591a\u5909\u91cfROC\u66f2\u7dda\u3092\u63cf\u304f\u306b\u306f\">EZR\u3067\u591a\u5909\u91cfROC\u66f2\u7dda\u3092\u63cf\u304f\u306b\u306f\uff1f<\/h2>\n\n\n\n<p>\u591a\u5909\u91cfROC\u66f2\u7dda\u3092\u63cf\u304f\u306b\u306f\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u3001\u50be\u5411\u30b9\u30b3\u30a2\u7b97\u51fa\u306e\u6a5f\u80fd\u3092\u501f\u308a\u308b\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u3001\u300c\u7d71\u8a08\u89e3\u6790\u300d\u2192\u300c\u540d\u7fa9\u5909\u6570\u306e\u89e3\u6790\u300d\u2192\u300c\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u300d\u3067\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u9078\u3076\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full figure-image figure-image-fotolife\"><img decoding=\"async\" width=\"812\" height=\"445\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219201624.png\" alt=\"\" class=\"wp-image-2122\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219201624.png 812w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219201624-300x164.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219201624-768x421.png 768w\" sizes=\"(max-width: 812px) 100vw, 812px\" \/><figcaption class=\"wp-element-caption\">\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u306e\u30e1\u30cb\u30e5\u30fc\u3092\u9078\u3076<\/figcaption><\/figure>\n\n\n\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u306b\u6295\u5165\u3059\u308b\u5909\u6570\u3092\u9078\u3093\u3067\u3001\u50be\u5411\u30b9\u30b3\u30a2\u5909\u6570\u3092\u4f5c\u6210\u3059\u308b\u30c1\u30a7\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u306b\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full figure-image figure-image-fotolife\"><img decoding=\"async\" width=\"812\" height=\"909\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219201926.png\" alt=\"\" class=\"wp-image-2123\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219201926.png 812w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219201926-268x300.png 268w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219201926-768x860.png 768w\" sizes=\"(max-width: 812px) 100vw, 812px\" \/><figcaption class=\"wp-element-caption\">\u50be\u5411\u30b9\u30b3\u30a2\u306b\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u308b<\/figcaption><\/figure>\n\n\n\n\n\n\n\n<p>OK\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u50be\u5411\u30b9\u30b3\u30a2\uff08PropensityScore.GLM.1\uff09\u3068\u3044\u3046\u540d\u524d\u306e\u5909\u6570\u304c\u4f5c\u3089\u308c\u308b\uff08\u6700\u5f8c\u306e\u6570\u5b57\u306f\u4f55\u5ea6\u3082\u4f5c\u6210\u3057\u3066\u3044\u308b\u3068\u5909\u308f\u308b\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full figure-image figure-image-fotolife\"><img decoding=\"async\" width=\"1023\" height=\"801\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219202125.png\" alt=\"\" class=\"wp-image-2124\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219202125.png 1023w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219202125-300x235.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219202125-768x601.png 768w\" sizes=\"(max-width: 1023px) 100vw, 1023px\" \/><figcaption class=\"wp-element-caption\">PropensityScore.GLM.1\u304c\u4f5c\u3089\u308c\u308b<\/figcaption><\/figure>\n\n\n\n\n\n\n\n<h2 class=\"wp-block-heading\" id=\"2\u3064\u306e\u591a\u5909\u91cfROC\u66f2\u7dda\u3092\u6bd4\u8f03\u3059\u308b\u306b\u306f\">2\u3064\u306e\u591a\u5909\u91cfROC\u66f2\u7dda\u3092\u6bd4\u8f03\u3059\u308b\u306b\u306f\uff1f<\/h2>\n\n\n\n<p>\u3082\u3046\u4e00\u3064\u591a\u5909\u91cfROC\u66f2\u7dda\u306e\u305f\u3081\u306e\u78ba\u7387\u3092\u8a08\u7b97\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u5148\u307b\u3069\u3088\u308a\u3082\u4e00\u3064\u5909\u6570\u3092\u5897\u3084\u3057\u3066\u3001\u518d\u5ea6\u50be\u5411\u30b9\u30b3\u30a2\u3092\u4f5c\u6210\u3059\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full figure-image figure-image-fotolife\"><img decoding=\"async\" width=\"812\" height=\"909\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219203150.png\" alt=\"\" class=\"wp-image-2125\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219203150.png 812w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219203150-268x300.png 268w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219203150-768x860.png 768w\" sizes=\"(max-width: 812px) 100vw, 812px\" \/><figcaption class=\"wp-element-caption\">WBC45000\u3092\u8ffd\u52a0\u3057\u305f<\/figcaption><\/figure>\n\n\n\n\n\n\n\n<p>PropensityScore.GLM.2\u304cGLM1\u3068\u306f\u5c11\u3057\u3060\u3051\u9055\u3046\u306e\u304c\u308f\u304b\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full figure-image figure-image-fotolife\"><img decoding=\"async\" width=\"1023\" height=\"801\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219203249.png\" alt=\"\" class=\"wp-image-2126\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219203249.png 1023w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219203249-300x235.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219203249-768x601.png 768w\" sizes=\"(max-width: 1023px) 100vw, 1023px\" \/><figcaption class=\"wp-element-caption\">\u5c11\u3057\u3060\u3051\u9055\u3046\u3002WBC45000\u304c\u6b20\u640d\u3067\u3042\u308b\u3068NA\u306b\u306a\u3063\u3066\u3057\u307e\u3046<\/figcaption><\/figure>\n\n\n\n\n\n\n\n<p>\u3053\u306e\u3042\u3068\u306f\u3001\uff12\u3064\u306eROC\u66f2\u7dda\u3092\u6bd4\u8f03\u30e1\u30cb\u30e5\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3001\u6bd4\u8f03\u3059\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full figure-image figure-image-fotolife\"><img decoding=\"async\" width=\"711\" height=\"374\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219203451.png\" alt=\"\" class=\"wp-image-2127\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219203451.png 711w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219203451-300x158.png 300w\" sizes=\"(max-width: 711px) 100vw, 711px\" \/><figcaption class=\"wp-element-caption\">\u300c\u691c\u67fb\u306e\u6b63\u78ba\u5ea6\u306e\u8a55\u4fa1\u300d\u2192\u300c\uff12\u3064\u306eROC\u66f2\u7dda\u306eAUC\u306e\u6bd4\u8f03\u300d<\/figcaption><\/figure>\n\n\n\n\n\n\n\n<p>\u7d50\u679c\u306e\u67a0\u306f\u3001\u76ee\u7684\u5909\u6570\u3092\u9078\u629e\u3001\uff11\u3064\u76ee\u306e\u4e88\u6e2c\u3068\uff12\u3064\u76ee\u306e\u4e88\u6e2c\u3067\u3001\u305d\u308c\u305e\u308c\u3001PropensityScore.GLM.1\u3068PropensityScore.GLM.2\u3092\u9078\u629e\u3059\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full figure-image figure-image-fotolife\"><img decoding=\"async\" width=\"799\" height=\"869\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219203647.png\" alt=\"\" class=\"wp-image-2128\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/02\/20220219203647.png 799w, 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