{"id":4526,"date":"2023-07-10T10:06:26","date_gmt":"2023-07-10T10:06:26","guid":{"rendered":"https:\/\/statorials.org\/cn\/%e6%b0%94%e9%97%b8%e5%ae%a4%e4%b8%ad%e7%9a%84%e8%bf%9c%e7%a8%8b%e5%8e%a8%e5%b8%88\/"},"modified":"2023-07-10T10:06:26","modified_gmt":"2023-07-10T10:06:26","slug":"%e6%b0%94%e9%97%b8%e5%ae%a4%e4%b8%ad%e7%9a%84%e8%bf%9c%e7%a8%8b%e5%8e%a8%e5%b8%88","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/%e6%b0%94%e9%97%b8%e5%ae%a4%e4%b8%ad%e7%9a%84%e8%bf%9c%e7%a8%8b%e5%8e%a8%e5%b8%88\/","title":{"rendered":"\u5982\u4f55\u5728sas\u4e2d\u8ba1\u7b97\u70f9\u996a\u8ddd\u79bb"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u5e93\u514b\u8ddd\u79bb<\/strong>\u7528\u4e8e\u8bc6\u522b\u56de\u5f52\u6a21\u578b\u4e2d\u6709\u5f71\u54cd\u7684<a href=\"https:\/\/statorials.org\/cn\/\u7edf\u8ba1\u89c2\u5bdf\/\" target=\"_blank\" rel=\"noopener\">\u89c2\u6d4b\u503c<\/a>\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5e93\u514b\u8ddd\u79bb\u7684\u516c\u5f0f\u4e3a\uff1a<\/span><\/p>\n<p style=\"text-align: left;\"> <span style=\"color: #000000;\"><strong>d <sub>i<\/sub><\/strong> = (r <sub>i<\/sub> <sup>2<\/sup> \/ p*MSE) * (h <sub>ii<\/sub> \/ (1-h <sub>ii<\/sub> ) <sup>2<\/sup> )<\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\u5b50\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>r<\/strong> <sub><strong>i<\/strong><\/sub>\u662f\u7b2c i<sup>\u4e2a<\/sup>\u6b8b\u57fa<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>p<\/strong>\u662f\u56de\u5f52\u6a21\u578b\u4e2d\u7684\u7cfb\u6570\u6570\u91cf<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>MSE<\/strong>\u662f\u5747\u65b9\u8bef\u5dee<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>h<\/strong> <sub>ii<\/sub>\u4e3a<sup>\u7b2c i<\/sup>\u4e2a\u6760\u6746\u503c<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u672c\u8d28\u4e0a\uff0c\u5e93\u514b\u8ddd\u79bb\u8861\u91cf\u7684\u662f\u5f53\u7b2c i<sup>\u4e2a<\/sup>\u89c2\u6d4b\u503c\u88ab\u79fb\u9664\u65f6\u6a21\u578b\u7684\u6240\u6709\u62df\u5408\u503c\u53d1\u751f\u4e86\u591a\u5c11\u53d8\u5316\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5e93\u514b\u8ddd\u79bb\u7684\u503c\u8d8a\u5927\uff0c\u7ed9\u5b9a\u89c2\u6d4b\u7684\u5f71\u54cd\u529b\u5c31\u8d8a\u5927\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e00\u822c\u6765\u8bf4\uff0c\u5e93\u514b\u8ddd\u79bb\u5927\u4e8e 4\/n\uff08\u5176\u4e2d<em>n<\/em> = \u603b\u89c2\u6d4b\u503c\uff09\u7684\u4efb\u4f55\u89c2\u6d4b\u503c\u90fd\u88ab\u8ba4\u4e3a\u5177\u6709\u8f83\u5927\u5f71\u54cd\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u793a\u4f8b\u663e\u793a\u5982\u4f55\u8ba1\u7b97 SAS \u56de\u5f52\u6a21\u578b\u4e2d\u6bcf\u4e2a\u89c2\u6d4b\u503c\u7684\u5e93\u514b\u8ddd\u79bb\u3002<\/span><\/p>\n<h2><strong>\u793a\u4f8b\uff1a\u8ba1\u7b97 SAS \u4e2d\u53a8\u5e08\u7684\u8ddd\u79bb<\/strong><\/h2>\n<p><span style=\"color: #000000;\">\u5047\u8bbe\u6211\u4eec\u5728 SAS \u4e2d\u6709\u4ee5\u4e0b\u6570\u636e\u96c6\uff1a<\/span> <\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">\/*create dataset*\/\n<\/span><span style=\"color: #800080;\">data<\/span> my_data;\n    <span style=\"color: #3366ff;\">input<\/span> xy;\n    <span style=\"color: #3366ff;\">datalines<\/span> ;\n8 41\n12 42\n12 39\n13 37\n14 35\n16 39\n17 45\n22 46\n24 39\n26 49\n29 55\n30 57\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><\/span><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-35346 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/cuisiniers1.png\" alt=\"\" width=\"120\" height=\"337\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528<strong>PROC REG<\/strong>\u5bf9\u8be5\u6570\u636e\u96c6\u62df\u5408\u4e00\u4e2a<a href=\"https:\/\/statorials.org\/cn\/\u7ebf\u6027\u56de\u5f521\/\" target=\"_blank\" rel=\"noopener\">\u7b80\u5355\u7684\u7ebf\u6027\u56de\u5f52\u6a21\u578b<\/a>\uff0c\u7136\u540e\u4f7f\u7528<strong>OUTPUT<\/strong>\u8bed\u53e5\u548c<strong>COOKD<\/strong>\u8bed\u53e5\u6765\u8ba1\u7b97\u56de\u5f52\u6a21\u578b\u4e2d\u6bcf\u4e2a\u89c2\u6d4b\u503c\u7684 Cook \u8ddd\u79bb\uff1a<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">\/*fit simple linear regression model and calculate Cook's distance for each obs*\/\n<\/span><span style=\"color: #000000;\"><span style=\"color: #800080;\">proc reg<\/span> <span style=\"color: #3366ff;\">data<\/span> =my_data;\n    <span style=\"color: #3366ff;\">model<\/span> y=x;\n    <span style=\"color: #3366ff;\">output<\/span> out=cooksData <span style=\"color: #3366ff;\">cookd<\/span> =cookd;\n<span style=\"color: #800080;\">run<\/span> ;\n\n<span style=\"color: #008000;\">\/*print Cook's distance values for each observation*\/\n<\/span><span style=\"color: #800080;\">proc print<\/span> <span style=\"color: #3366ff;\">data<\/span> =cooksData;\n<\/span><\/strong><\/span><\/pre>\n<p><span style=\"color: #000000;\">\u6700\u7ec8\u7ed3\u679c\u8868\u663e\u793a\u539f\u59cb\u6570\u636e\u96c6\u4ee5\u53ca\u6bcf\u4e2a\u89c2\u6d4b\u7684 Cook \u8ddd\u79bb\uff1a<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-35347 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/cuisiniers2.png\" alt=\"\" width=\"191\" height=\"343\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u7b2c\u4e00\u6b21\u89c2\u6d4b\u7684\u5e93\u514b\u8ddd\u79bb\u4e3a<strong>0.36813<\/strong> \u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u7b2c\u4e8c\u6b21\u89c2\u6d4b\u7684\u5e93\u514b\u8ddd\u79bb\u4e3a<strong>0.06075<\/strong> \u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u7b2c\u4e09\u4e2a\u89c2\u6d4b\u503c\u7684\u5e93\u514b\u8ddd\u79bb\u4e3a<strong>0.00052<\/strong> \u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u7b49\u7b49\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>PROC REG<\/strong>\u8fc7\u7a0b\u8fd8\u5728\u8f93\u51fa\u4e2d\u751f\u6210\u591a\u4e2a\u8bca\u65ad\u56fe\uff0c\u5e76\u4e14\u53ef\u4ee5\u5728\u6b64\u8f93\u51fa\u4e2d\u770b\u5230 Cook \u8ddd\u79bb\u56fe\uff1a<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-35348\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/cuisiniers3.png\" alt=\"SAS \u4e2d\u7684\u5e93\u514b\u8ddd\u79bb\" width=\"592\" height=\"564\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">x \u8f74\u663e\u793a\u89c2\u6d4b\u6570\u91cf\uff0cy \u8f74\u663e\u793a\u6bcf\u4e2a\u89c2\u6d4b\u7684 Cook \u8ddd\u79bb\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8bf7\u6ce8\u610f\uff0c\u622a\u6b62\u7ebf\u4f4d\u4e8e 4\/n\uff08\u5728\u672c\u4f8b\u4e2d n = 12\uff0c\u56e0\u6b64\u622a\u6b62\u503c\u4e3a 0.33\uff09\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u6570\u636e\u96c6\u4e2d\u7684\u4e09\u4e2a\u89c2\u6d4b\u503c\u5927\u4e8e\u8be5\u7ebf\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8fd9\u8868\u660e\u8fd9\u4e9b\u89c2\u5bdf\u7ed3\u679c\u53ef\u80fd\u5bf9\u56de\u5f52\u6a21\u578b\u6709\u5f88\u5927\u5f71\u54cd\uff0c\u4e5f\u8bb8\u5e94\u8be5\u5728\u89e3\u91ca\u6a21\u578b\u7ed3\u679c\u4e4b\u524d\u66f4\u4ed4\u7ec6\u5730\u68c0\u67e5\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> <span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/cn\/\u6b8b\u7559\u56fe\u5f62\u6c14\u95f8\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 SAS \u4e2d\u521b\u5efa\u6b8b\u5dee\u56fe<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u6c14\u95f8\u76f4\u65b9\u56fe\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 SAS \u4e2d\u521b\u5efa\u76f4\u65b9\u56fe<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u6c14\u95f8\u70b9\u4e91\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 SAS \u4e2d\u521b\u5efa\u70b9\u4e91<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/sas\u5f02\u5e38\u503c\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u8bc6\u522b SAS \u4e2d\u7684\u5f02\u5e38\u503c<\/a><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5e93\u514b\u8ddd\u79bb\u7528\u4e8e\u8bc6\u522b\u56de\u5f52\u6a21\u578b\u4e2d\u6709\u5f71\u54cd\u7684\u89c2\u6d4b\u503c\u3002 \u5e93\u514b\u8ddd\u79bb\u7684\u516c\u5f0f\u4e3a\uff1a d i = (r i 2 \/ p*MSE) * [&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-4526","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - 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