{"id":4231,"date":"2023-07-12T16:42:36","date_gmt":"2023-07-12T16:42:36","guid":{"rendered":"https:\/\/statorials.org\/cn\/%e9%80%90%e6%ad%a5%e5%9b%9e%e5%bd%92\/"},"modified":"2023-07-12T16:42:36","modified_gmt":"2023-07-12T16:42:36","slug":"%e9%80%90%e6%ad%a5%e5%9b%9e%e5%bd%92","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/%e9%80%90%e6%ad%a5%e5%9b%9e%e5%bd%92\/","title":{"rendered":"\u5982\u4f55\u5728 sas \u4e2d\u6267\u884c\u9010\u6b65\u56de\u5f52\uff08\u9644\u793a\u4f8b\uff09"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/cn\/\u9636\u6bb5\u6027\u9009\u62d4\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u9010\u6b65\u56de\u5f52<\/a>\u662f\u4e00\u4e2a\u8fc7\u7a0b\uff0c\u6211\u4eec\u53ef\u4ee5\u7528\u5b83\u6765\u4ece\u4e00\u7ec4\u9884\u6d4b\u53d8\u91cf\u6784\u5efa\u56de\u5f52\u6a21\u578b\uff0c\u65b9\u6cd5\u662f\u5728\u6a21\u578b\u4e2d\u9010\u6b65\u8f93\u5165\u548c\u5220\u9664\u9884\u6d4b\u53d8\u91cf\uff0c\u76f4\u5230\u4e0d\u518d\u6709\u7edf\u8ba1\u5b66\u4e0a\u6709\u6548\u7684\u7406\u7531\u6765\u8f93\u5165\u6216\u5220\u9664\u9884\u6d4b\u53d8\u91cf\u3002\u5220\u9664\u66f4\u591a\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u9010\u6b65\u56de\u5f52\u7684\u76ee\u6807\u662f\u521b\u5efa\u4e00\u4e2a\u56de\u5f52\u6a21\u578b\uff0c\u5176\u4e2d\u5305\u62ec\u4e0e<a href=\"https:\/\/statorials.org\/cn\/\u53d8\u91cf\u89e3\u91ca\u6027\u53cd\u5e94\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u54cd\u5e94\u53d8\u91cf<\/a>\u5728\u7edf\u8ba1\u4e0a\u663e\u7740\u76f8\u5173\u7684\u6240\u6709\u9884\u6d4b\u53d8\u91cf\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8981\u5728 SAS \u4e2d\u6267\u884c\u9010\u6b65\u56de\u5f52\uff0c\u60a8\u53ef\u4ee5\u5c06<strong>PROC REG<\/strong>\u4e0e<strong>SELECTION<\/strong>\u8bed\u53e5\u7ed3\u5408\u4f7f\u7528\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u793a\u4f8b\u5c55\u793a\u4e86\u5982\u4f55\u5728\u5b9e\u8df5\u4e2d\u5728 SAS \u4e2d\u6267\u884c\u9010\u6b65\u56de\u5f52\u3002<\/span><\/p>\n<h2><strong><span style=\"color: #000000;\">\u793a\u4f8b\uff1a\u5728 SAS \u4e2d\u6267\u884c\u9010\u6b65\u56de\u5f52<\/span><\/strong><\/h2>\n<p><span style=\"color: #000000;\">\u5047\u8bbe\u6211\u4eec\u5728 SAS \u4e2d\u6709\u4ee5\u4e0b\u6570\u636e\u96c6\uff0c\u5176\u4e2d\u5305\u542b\u56db\u4e2a\u9884\u6d4b\u53d8\u91cf (x1\u3001x2\u3001x3\u3001x4) \u548c\u4e00\u4e2a\u54cd\u5e94\u53d8\u91cf (y)\uff1a<\/span> <\/p>\n<pre style=\"background-color: #e5e5e5; 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> x1 x2 x3 x4 y;\n    <span style=\"color: #3366ff;\">datalines<\/span> ;\n1 4 10 13 78\n2 4 12 14 81\n5 3 7 10 75\n8 2 13 9 97\n10 5 12 5 95\n14 7 8 6 90\n17 8 10 6 86 \n19 5 15 5 90\n20 5 12 4 93\n21 4 10 3 95\n;\n<span style=\"color: #800080;\">run<\/span> ;\n\n<span style=\"color: #008000;\">\/*view dataset*\/\n<\/span><span style=\"color: #800080;\">proc print<\/span> <span style=\"color: #3366ff;\">data<\/span> =my_data;\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-33455 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/pas-a-pas1.jpg\" alt=\"\" width=\"223\" height=\"297\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u73b0\u5728\u5047\u8bbe\u6211\u4eec\u60f3\u8981\u786e\u5b9a\u54ea\u79cd\u9884\u6d4b\u53d8\u91cf\u7ec4\u5408\u5c06\u4ea7\u751f\u6700\u4f73\u7684<a href=\"https:\/\/statorials.org\/cn\/\u591a\u5143\u7ebf\u6027\u56de\u5f52-1\/\" target=\"_blank\" rel=\"noopener\">\u591a\u5143\u7ebf\u6027\u56de\u5f52\u6a21\u578b<\/a>\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5f53\u6211\u4eec\u8c08\u8bba\u201c\u6700\u4f73\u201d\u56de\u5f52\u6a21\u578b\u65f6\uff0c\u6211\u4eec\u6307\u7684\u662f\u6700\u5927\u5316\u6216\u6700\u5c0f\u5316\u67d0\u4e9b\u5ea6\u91cf\u7684\u6a21\u578b\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u901a\u5e38\u4f7f\u7528\u4e24\u4e2a\u6307\u6807\u6765\u8bc4\u4f30\u4e00\u7ec4\u6f5c\u5728\u6a21\u578b\u4e2d\u54ea\u79cd\u56de\u5f52\u6a21\u578b\u6700\u597d\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. \u8c03\u6574\u540e\u7684 R \u5e73\u65b9<\/strong>\uff1a<a href=\"https:\/\/statorials.org\/cn\/\u8c03\u6574\u540e\u7684-r-\u5e73\u65b9\u89e3\u91ca\/\" target=\"_blank\" rel=\"noopener\">\u8c03\u6574\u540e\u7684 R \u5e73\u65b9\u503c<\/a>\u544a\u8bc9\u6211\u4eec\u6a21\u578b\u7684\u6709\u7528\u6027\uff0c\u8be5\u503c\u6839\u636e\u6a21\u578b\u4e2d\u9884\u6d4b\u53d8\u91cf\u7684\u6570\u91cf\u8fdb\u884c\u8c03\u6574\u3002\u5177\u6709\u6700\u9ad8\u8c03\u6574 R \u5e73\u65b9\u503c\u7684\u6a21\u578b\u88ab\u8ba4\u4e3a\u662f\u6700\u597d\u7684\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2. AIC<\/strong> \uff1a<a href=\"https:\/\/statorials.org\/cn\" target=\"_blank\" rel=\"noopener\">\u8d64\u6c60\u4fe1\u606f\u51c6\u5219<\/a>\uff08AIC\uff09\u662f\u7528\u4e8e\u6bd4\u8f83\u4e0d\u540c\u56de\u5f52\u6a21\u578b\u62df\u5408\u7a0b\u5ea6\u7684\u6307\u6807\u3002 AIC \u503c\u6700\u4f4e\u7684\u6a21\u578b\u88ab\u8ba4\u4e3a\u662f\u6700\u597d\u7684\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5e78\u8fd0\u7684\u662f\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528<strong>PROC REG<\/strong>\u548c<strong>SELECTION<\/strong>\u8bed\u53e5\u6765\u8ba1\u7b97 SAS \u4e2d\u56de\u5f52\u6a21\u578b\u7684\u62df\u5408 R \u5e73\u65b9\u548c AIC \u503c\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u4ee3\u7801\u5c55\u793a\u4e86\u5982\u4f55\u6267\u884c\u6b64\u64cd\u4f5c\uff1a<\/span> <\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008000;\">\/*perform stepwise multiple linear regression*\/\n<\/span><span style=\"color: #800080;\">proc reg<\/span> <span style=\"color: #3366ff;\">data<\/span> =my_data <span style=\"color: #3366ff;\">outest<\/span> =est;\n    <span style=\"color: #3366ff;\">model<\/span> y=x1 x2 x3 x4 \/ selection=adjrsq aic ;\n    <span style=\"color: #3366ff;\">output out<\/span> =out p=pr=r;\n<span style=\"color: #800080;\">run<\/span> ;\n<span style=\"color: #800080;\">quit<\/span> ; \n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-33456\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/pas-a-pas2.jpg\" alt=\"SAS \u4e2d\u7684\u9010\u6b65\u56de\u5f52\" width=\"436\" height=\"595\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u8f93\u51fa\u663e\u793a\u6bcf\u4e2a\u53ef\u80fd\u7684\u591a\u5143\u7ebf\u6027\u56de\u5f52\u6a21\u578b\u7684\u62df\u5408 R \u5e73\u65b9\u548c AIC \u503c\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4ece\u7ed3\u679c\u4e2d\u6211\u4eec\u53ef\u4ee5\u770b\u51fa\uff0c\u8c03\u6574\u540e\u7684 R \u5e73\u65b9\u503c\u6700\u9ad8<em>\u4e14<\/em>AIC \u503c\u6700\u4f4e\u7684\u503c\u4e3a\u4ec5\u4f7f\u7528 x3 \u548c x4 \u4f5c\u4e3a\u9884\u6d4b\u53d8\u91cf\u7684\u56de\u5f52\u6a21\u578b\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u56e0\u6b64\uff0c\u6211\u4eec\u58f0\u660e\u4ee5\u4e0b\u6a21\u578b\u662f\u6240\u6709\u53ef\u80fd\u6a21\u578b\u4e2d\u201c\u6700\u597d\u7684\u201d\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\">y = b <sub>0<\/sub> + b <sub>1<\/sub> (x3) + b <sub>2<\/sub> (x4)<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8fd9\u4e2a\u7279\u5b9a\u7684\u56de\u5f52\u6a21\u578b\u5177\u6709\u4ee5\u4e0b\u6307\u6807\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u8c03\u6574\u540e\u7684 R \u5e73\u65b9\u503c\uff1a <strong>0.5923<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">AIC\uff1a <strong>34.2921<\/strong><\/span><\/li>\n<\/ul>\n<h2><span style=\"color: #000000;\"><strong>\u9009\u62e9\u201c\u6700\u4f73\u201d\u56de\u5f52\u6a21\u578b\u7684\u6ce8\u610f\u4e8b\u9879<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u8bf7\u6ce8\u610f\uff0c\u6709\u65f6\u5177\u6709\u6700\u9ad8\u8c03\u6574 R \u5e73\u65b9\u503c\u7684\u6a21\u578b\u5e76\u4e0d\u603b\u662f\u5177\u6709\u6700\u4f4e\u7684 AIC \u503c\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5728\u51b3\u5b9a\u54ea\u79cd\u56de\u5f52\u6a21\u578b\u6700\u597d\u65f6\uff0c\u8c03\u6574\u540e\u7684 R \u5e73\u65b9\u548c AIC \u53ef\u4f5c\u4e3a\u5efa\u8bae\uff0c\u4f46\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u60a8\u53ef\u80fd\u9700\u8981\u4f7f\u7528\u9886\u57df\u4e13\u4e1a\u77e5\u8bc6\u6765\u786e\u5b9a\u54ea\u79cd\u6a21\u578b\u6700\u597d\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u9009\u62e9<a href=\"https:\/\/statorials.org\/cn\/\u7b80\u7ea6\u6a21\u578b\/\" target=\"_blank\" rel=\"noopener\">\u7b80\u7ea6\u6a21\u578b<\/a>\u4e5f\u53ef\u80fd\u662f\u660e\u667a\u7684\uff0c\u5373\u4f7f\u7528\u5c3d\u53ef\u80fd\u5c11\u7684\u9884\u6d4b\u53d8\u91cf\u5b9e\u73b0\u6240\u9700\u62df\u5408\u6c34\u5e73\u7684\u6a21\u578b\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b64\u7c7b\u6a21\u578b\u80cc\u540e\u7684\u63a8\u7406\u6e90\u4e8e <a href=\"https:\/\/en.wikipedia.org\/wiki\/Occam%27s_razor\" target=\"_blank\" rel=\"noopener noreferrer\">\u5965\u5361\u59c6\u5243\u5200\u7684<\/a>\u601d\u60f3\uff08\u6709\u65f6\u79f0\u4e3a\u201c\u7b80\u7ea6\u539f\u5219\u201d\uff09\uff0c\u8be5\u601d\u60f3\u8ba4\u4e3a\u6700\u7b80\u5355\u7684\u89e3\u91ca\u53ef\u80fd\u662f\u6b63\u786e\u7684\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5e94\u7528\u4e8e\u7edf\u8ba1\u5b66\u65f6\uff0c\u53c2\u6570\u8f83\u5c11\u4f46\u62df\u5408\u7a0b\u5ea6\u4ee4\u4eba\u6ee1\u610f\u7684\u6a21\u578b\u5e94\u8be5\u4f18\u4e8e\u53c2\u6570\u8f83\u591a\u4e14\u62df\u5408\u7a0b\u5ea6\u7a0d\u9ad8\u7684\u6a21\u578b\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>\u9010\u6b65\u56de\u5f52\u662f\u4e00\u4e2a\u8fc7\u7a0b\uff0c\u6211\u4eec\u53ef\u4ee5\u7528\u5b83\u6765\u4ece\u4e00\u7ec4\u9884\u6d4b\u53d8\u91cf\u6784\u5efa\u56de\u5f52\u6a21\u578b\uff0c\u65b9\u6cd5\u662f\u5728\u6a21\u578b\u4e2d\u9010\u6b65\u8f93\u5165\u548c\u5220\u9664\u9884\u6d4b\u53d8\u91cf\uff0c\u76f4\u5230\u4e0d\u518d\u6709 [&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-4231","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\u6267\u884c\u9010\u6b65\u56de\u5f52\uff08\u9644\u793a\u4f8b\uff09- Statory<\/title>\n<meta name=\"description\" content=\"\u672c\u6559\u7a0b\u901a\u8fc7\u4e00\u4e2a\u793a\u4f8b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 SAS \u4e2d\u6267\u884c\u9010\u6b65\u56de\u5f52\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\/\u9010\u6b65\u56de\u5f52\/\" \/>\n<meta property=\"og:locale\" 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