{"id":4598,"date":"2023-07-09T19:20:00","date_gmt":"2023-07-09T19:20:00","guid":{"rendered":"https:\/\/statorials.org\/cn\/sas-%e8%bf%87%e7%a8%8b-glmselect\/"},"modified":"2023-07-09T19:20:00","modified_gmt":"2023-07-09T19:20:00","slug":"sas-%e8%bf%87%e7%a8%8b-glmselect","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/sas-%e8%bf%87%e7%a8%8b-glmselect\/","title":{"rendered":"\u5982\u4f55\u5728 sas \u4e2d\u4f7f\u7528 proc glmselect \u8bed\u53e5"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u60a8\u53ef\u4ee5\u4f7f\u7528 SAS \u4e2d\u7684<strong>PROC GLMSELECT<\/strong>\u8bed\u53e5\u6839\u636e\u6f5c\u5728\u9884\u6d4b\u53d8\u91cf\u5217\u8868\u9009\u62e9\u6700\u4f73\u56de\u5f52\u6a21\u578b\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e0b\u9762\u7684\u4f8b\u5b50\u5c55\u793a\u4e86\u5982\u4f55\u5728\u5b9e\u8df5\u4e2d\u4f7f\u7528\u8fd9\u4e2a\u8bed\u53e5\u3002<\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>\u793a\u4f8b\uff1a\u5982\u4f55\u5728 SAS \u4e2d\u4f7f\u7528 PROC GLMSELECT \u8fdb\u884c\u6a21\u578b\u9009\u62e9<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u5047\u8bbe\u6211\u4eec\u60f3\u8981\u62df\u5408\u4e00\u4e2a\u591a\u5143\u7ebf\u6027\u56de\u5f52\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u4f7f\u7528<strong>(1)<\/strong>\u5b66\u4e60\u65f6\u95f4\u3001 <strong>(2)<\/strong>\u53c2\u52a0\u7684\u51c6\u5907\u8003\u8bd5\u6570\u91cf\u548c<strong>(3)<\/strong>\u6027\u522b\u6765\u9884\u6d4b\u5b66\u751f\u7684\u6700\u7ec8\u6210\u7ee9\u8003\u8bd5\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u9996\u5148\uff0c\u6211\u4eec\u5c06\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\u521b\u5efa\u4e00\u4e2a\u5305\u542b 20 \u540d\u5b66\u751f\u4fe1\u606f\u7684\u6570\u636e\u96c6\uff1a<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">\/*create dataset*\/\n<\/span><span style=\"color: #800080;\">data<\/span> exam_data;\n    <span style=\"color: #3366ff;\">input<\/span> hours prep_exams gender $score;\n    <span style=\"color: #3366ff;\">datalines<\/span> ;\n1 1 0 76\n2 3 1 78\n2 3 0 85\n4 5 0 88\n2 2 0 72\n1 2 1 69\n5 1 1 94\n4 1 0 94\n2 0 1 88\n4 3 0 92\n4 4 1 90\n3 3 1 75\n6 2 1 96\n5 4 0 90\n3 4 0 82\n4 4 1 85\n6 5 1 99\n2 1 0 83\n1 0 1 62\n2 1 0 76\n;\n<span style=\"color: #800080;\">run<\/span> ;\n\n<span style=\"color: #008000;\">\/*view dataset*\/<\/span>\n<span style=\"color: #800080;\">proc print<\/span> <span style=\"color: #3366ff;\">data<\/span> =exam_data;\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-35865 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/glm1.png\" alt=\"\" width=\"344\" height=\"545\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u4f7f\u7528<strong>PROC GLMSELECT<\/strong>\u8bed\u53e5\u6765\u8bc6\u522b\u751f\u6210\u6700\u4f73\u56de\u5f52\u6a21\u578b\u7684\u9884\u6d4b\u53d8\u91cf\u5b50\u96c6\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">\/*perform model selection*\/\n<\/span><span style=\"color: #800080;\">proc glmselect<\/span> <span style=\"color: #3366ff;\">data<\/span> =exam_data;\n    <span style=\"color: #3366ff;\">classgender<\/span> ;\n    <span style=\"color: #3366ff;\">model<\/span> score = hours prep_exams gender;\n<span style=\"color: #800080;\">run<\/span> ;\n<\/strong><\/span><\/pre>\n<p><span style=\"color: #000000;\"><strong>\u6ce8\u610f<\/strong>\uff1a\u6211\u4eec\u5728<strong>\u7c7b<\/strong>\u8bed\u53e5\u4e2d\u5305\u542b<strong>\u6027\u522b<\/strong>\uff0c\u56e0\u4e3a\u5b83\u662f\u4e00\u4e2a\u5206\u7c7b\u53d8\u91cf\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8f93\u51fa\u4e2d\u7684\u7b2c\u4e00\u7ec4\u8868\u663e\u793a\u4e86 GLMSELECT \u8fc7\u7a0b\u7684\u6982\u8ff0\uff1a<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-35866 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/glm2.png\" alt=\"\" width=\"334\" height=\"465\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u7528\u4e8e\u505c\u6b62\u5728\u6a21\u578b\u4e2d\u6dfb\u52a0\u6216\u5220\u9664\u53d8\u91cf\u7684\u51c6\u5219\u662f<strong>SBC<\/strong> \uff0c\u5373<em>\u65bd\u74e6\u8328\u4fe1\u606f\u51c6\u5219<\/em>\uff0c\u6709\u65f6\u4e5f\u79f0\u4e3a<em>\u8d1d\u53f6\u65af\u4fe1\u606f\u51c6\u5219<\/em>\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u672c\u8d28\u4e0a\uff0c <strong>PROC GLMSELECT<\/strong>\u8bed\u53e5\u7ee7\u7eed\u5728\u6a21\u578b\u4e2d\u6dfb\u52a0\u6216\u5220\u9664\u53d8\u91cf\uff0c\u76f4\u5230\u627e\u5230\u5177\u6709\u6700\u4f4e SBC \u503c\u7684\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u88ab\u8ba4\u4e3a\u662f\u201c\u6700\u4f73\u201d\u6a21\u578b\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e0b\u9762\u7684\u4e00\u7ec4\u8868\u683c\u663e\u793a\u4e86\u9010\u6b65\u9009\u62e9\u662f\u5982\u4f55\u7ed3\u675f\u7684\uff1a<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-35867 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/glm3.png\" alt=\"\" width=\"409\" height=\"353\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u4ec5\u5305\u542b\u539f\u59cb\u9879\u7684\u6a21\u578b\u7684 SBC \u503c\u4e3a<strong>93.4337<\/strong> \u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u901a\u8fc7\u5728\u6a21\u578b\u4e2d\u6dfb\u52a0\u5c0f\u65f6\u6570\u4f5c\u4e3a\u9884\u6d4b\u53d8\u91cf\uff0cSBC \u503c\u964d\u81f3<strong>70.4452<\/strong> \u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6539\u8fdb\u6a21\u578b\u7684\u6700\u4f73\u65b9\u6cd5\u662f\u6dfb\u52a0\u6027\u522b\u4f5c\u4e3a\u9884\u6d4b\u53d8\u91cf\uff0c\u4f46\u8fd9\u5b9e\u9645\u4e0a\u5c06 SBC \u503c\u63d0\u9ad8\u5230\u4e86<strong>71.7383\u3002<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u56e0\u6b64\uff0c\u6700\u7ec8\u6a21\u578b\u4ec5\u5305\u62ec\u622a\u8ddd\u9879\u548c\u7814\u7a76\u65f6\u95f4\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u7ed3\u679c\u7684\u6700\u540e\u4e00\u90e8\u5206\u663e\u793a\u4e86\u8be5\u62df\u5408\u56de\u5f52\u6a21\u578b\u7684\u6458\u8981\uff1a<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-35868 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/glm4.png\" alt=\"\" width=\"377\" height=\"578\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528<strong>\u53c2\u6570\u4f30\u8ba1<\/strong>\u8868\u4e2d\u7684\u503c\u6765\u7f16\u5199\u62df\u5408\u56de\u5f52\u6a21\u578b\uff1a<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u8003\u8bd5\u6210\u7ee9 = 67.161689 + 5.250257\uff08\u5b66\u4e60\u65f6\u95f4\uff09<\/strong><\/span><\/p>\n<p>\u6211\u4eec\u8fd8\u53ef\u4ee5\u770b\u5230\u5404\u79cd\u6307\u6807\u6765\u544a\u8bc9\u6211\u4eec\u8fd9\u4e2a\u6a21\u578b\u4e0e\u6570\u636e\u7684\u62df\u5408\u7a0b\u5ea6\uff1a<\/p>\n<p> <span style=\"color: #000000;\"><strong>R \u65b9<\/strong>\u503c\u544a\u8bc9\u6211\u4eec\u8003\u8bd5\u6210\u7ee9\u7684\u53d8\u5316\u767e\u5206\u6bd4\uff0c\u53ef\u4ee5\u901a\u8fc7\u5b66\u4e60\u7684\u5c0f\u65f6\u6570\u548c\u53c2\u52a0\u7684\u51c6\u5907\u8003\u8bd5\u7684\u6b21\u6570\u6765\u89e3\u91ca\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c <strong>72.73%<\/strong>\u7684\u8003\u8bd5\u6210\u7ee9\u5dee\u5f02\u53ef\u4ee5\u901a\u8fc7\u5b66\u4e60\u65f6\u6570\u548c\u53c2\u52a0\u9884\u79d1\u8003\u8bd5\u7684\u6b21\u6570\u6765\u89e3\u91ca\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e86\u89e3<strong>Root MSE<\/strong>\u503c\u4e5f\u5f88\u6709\u7528\u3002\u8fd9\u8868\u793a\u89c2\u6d4b\u503c\u4e0e\u56de\u5f52\u7ebf\u4e4b\u95f4\u7684\u5e73\u5747\u8ddd\u79bb\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5728\u8fd9\u4e2a\u56de\u5f52\u6a21\u578b\u4e2d\uff0c\u89c2\u6d4b\u503c\u4e0e\u56de\u5f52\u7ebf\u5e73\u5747\u504f\u79bb<strong>5.28052<\/strong>\u4e2a\u5355\u4f4d\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u6ce8\u610f<\/strong>\uff1a\u6709\u5173\u53ef\u4e0e<strong>PROC GLMSELECT<\/strong>\u4e00\u8d77\u4f7f\u7528\u7684\u6f5c\u5728\u53c2\u6570\u7684\u5b8c\u6574\u5217\u8868\uff0c\u8bf7\u53c2\u9605<a href=\"https:\/\/support.sas.com\/documentation\/onlinedoc\/stat\/131\/glmselect.pdf\" target=\"_blank\" rel=\"noopener\">SAS \u6587\u6863<\/a>\u3002<\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>\u5176\u4ed6\u8d44\u6e90<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u6559\u7a0b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 SAS \u4e2d\u6267\u884c\u5176\u4ed6\u5e38\u89c1\u4efb\u52a1\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\/sas\u4e2d\u7684\u591a\u9879\u5f0f\u56de\u5f52\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 SAS \u4e2d\u6267\u884c\u591a\u9879\u5f0f\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>\u60a8\u53ef\u4ee5\u4f7f\u7528 SAS \u4e2d\u7684PROC GLMSELECT\u8bed\u53e5\u6839\u636e\u6f5c\u5728\u9884\u6d4b\u53d8\u91cf\u5217\u8868\u9009\u62e9\u6700\u4f73\u56de\u5f52\u6a21\u578b\u3002 \u4e0b\u9762\u7684\u4f8b\u5b50\u5c55\u793a [&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-4598","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\u5728 SAS \u4e2d\u4f7f\u7528 PROC GLMSELECT 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