{"id":3788,"date":"2023-07-15T13:33:01","date_gmt":"2023-07-15T13:33:01","guid":{"rendered":"https:\/\/statorials.org\/cn\/r-%e4%b8%ad%e7%9a%84%e5%a4%9a%e9%87%8d%e5%85%b1%e7%ba%bf%e6%80%a7\/"},"modified":"2023-07-15T13:33:01","modified_gmt":"2023-07-15T13:33:01","slug":"r-%e4%b8%ad%e7%9a%84%e5%a4%9a%e9%87%8d%e5%85%b1%e7%ba%bf%e6%80%a7","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/r-%e4%b8%ad%e7%9a%84%e5%a4%9a%e9%87%8d%e5%85%b1%e7%ba%bf%e6%80%a7\/","title":{"rendered":"\u5982\u4f55\u5728 r \u4e2d\u6d4b\u8bd5\u591a\u91cd\u5171\u7ebf\u6027"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u5728\u56de\u5f52\u5206\u6790\u4e2d\uff0c\u5f53\u4e24\u4e2a\u6216\u591a\u4e2a\u9884\u6d4b\u53d8\u91cf\u5f7c\u6b64\u9ad8\u5ea6\u76f8\u5173\uff0c\u4ee5\u81f4\u5b83\u4eec\u5728\u56de\u5f52\u6a21\u578b\u4e2d\u4e0d\u63d0\u4f9b\u552f\u4e00\u6216\u72ec\u7acb\u7684\u4fe1\u606f\u65f6\uff0c\u5c31\u4f1a\u51fa\u73b0<a href=\"https:\/\/statorials.org\/cn\/\u591a\u91cd\u5171\u7ebf\u6027\u56de\u5f52\/\" target=\"_blank\" rel=\"noopener\">\u591a\u91cd\u5171\u7ebf\u6027<\/a>\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5982\u679c\u9884\u6d4b\u53d8\u91cf\u4e4b\u95f4\u7684\u76f8\u5173\u7a0b\u5ea6\u8db3\u591f\u9ad8\uff0c\u5219\u5728\u62df\u5408\u548c\u89e3\u91ca\u56de\u5f52\u6a21\u578b\u65f6\u53ef\u80fd\u4f1a\u51fa\u73b0\u95ee\u9898\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u68c0\u6d4b\u56de\u5f52\u6a21\u578b\u4e2d\u7684\u591a\u91cd\u5171\u7ebf\u6027\u7684\u6700\u7b80\u5355\u65b9\u6cd5\u662f\u8ba1\u7b97\u79f0\u4e3a\u65b9\u5dee\u81a8\u80c0\u56e0\u5b50\uff08\u901a\u5e38\u7f29\u5199\u4e3a<strong>VIF \uff09<\/strong>\u7684\u6307\u6807\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">VIF \u8861\u91cf\u6a21\u578b\u4e2d\u9884\u6d4b\u53d8\u91cf\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u5f3a\u5ea6\u3002\u5b83\u7684\u503c\u4ecb\u4e8e 1 \u548c\u6b63\u65e0\u7a77\u5927\u4e4b\u95f4\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u4f7f\u7528\u4ee5\u4e0b\u7ecf\u9a8c\u6cd5\u5219\u6765\u89e3\u91ca VIF \u503c\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>VIF = 1\uff1a<\/strong>\u7ed9\u5b9a\u9884\u6d4b\u53d8\u91cf\u4e0e\u6a21\u578b\u4e2d\u7684\u4efb\u4f55\u5176\u4ed6\u9884\u6d4b\u53d8\u91cf\u4e4b\u95f4\u4e0d\u5b58\u5728\u76f8\u5173\u6027\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>VIF \u4ecb\u4e8e 1 \u548c 5 \u4e4b\u95f4\uff1a<\/strong>\u7ed9\u5b9a\u9884\u6d4b\u53d8\u91cf\u4e0e\u6a21\u578b\u4e2d\u7684\u5176\u4ed6\u9884\u6d4b\u53d8\u91cf\u4e4b\u95f4\u5b58\u5728\u4e2d\u7b49\u76f8\u5173\u6027\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>VIF &gt; 5<\/strong> \uff1a\u7ed9\u5b9a\u9884\u6d4b\u53d8\u91cf\u4e0e\u6a21\u578b\u4e2d\u7684\u5176\u4ed6\u9884\u6d4b\u53d8\u91cf\u4e4b\u95f4\u5b58\u5728\u5f88\u5f3a\u7684\u76f8\u5173\u6027\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u793a\u4f8b\u6f14\u793a\u5982\u4f55\u901a\u8fc7\u8ba1\u7b97\u6a21\u578b\u4e2d\u6bcf\u4e2a\u9884\u6d4b\u53d8\u91cf\u7684 VIF \u503c\u6765\u68c0\u6d4b R \u56de\u5f52\u6a21\u578b\u4e2d\u7684\u591a\u91cd\u5171\u7ebf\u6027\u3002<\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>\u793a\u4f8b\uff1aR \u4e2d\u7684\u591a\u91cd\u5171\u7ebf\u6027\u6d4b\u8bd5<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u5047\u8bbe\u6211\u4eec\u6709\u4ee5\u4e0b\u6570\u636e\u6846\uff0c\u5176\u4e2d\u5305\u542b\u6709\u5173\u5404\u4e2a\u7bee\u7403\u8fd0\u52a8\u5458\u7684\u4fe1\u606f\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create data frame\n<\/span>df = data. <span style=\"color: #3366ff;\">frame<\/span> (rating = c(90, 85, 82, 88, 94, 90, 76, 75, 87, 86),\n                points=c(25, 20, 14, 16, 27, 20, 12, 15, 14, 19),\n                assists=c(5, 7, 7, 8, 5, 7, 6, 9, 9, 5),\n                rebounds=c(11, 8, 10, 6, 6, 9, 6, 10, 10, 7))\n\n<span style=\"color: #008080;\">#view data frame\n<\/span>df\n\n   rating points assists rebounds\n1 90 25 5 11\n2 85 20 7 8\n3 82 14 7 10\n4 88 16 8 6\n5 94 27 5 6\n6 90 20 7 9\n7 76 12 6 6\n8 75 15 9 10\n9 87 14 9 10\n10 86 19 5 7\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u5047\u8bbe\u6211\u4eec\u60f3\u8981\u62df\u5408\u4e00\u4e2a<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\uff0c<\/a>\u4f7f\u7528<strong>\u5f97\u5206<\/strong>\u4f5c\u4e3a\u54cd\u5e94\u53d8\u91cf\uff0c<strong>\u5f97\u5206<\/strong>\u3001<strong>\u52a9\u653b<\/strong>\u548c<strong>\u7bee\u677f<\/strong>\u4f5c\u4e3a\u9884\u6d4b\u53d8\u91cf\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8981\u8ba1\u7b97\u6a21\u578b\u4e2d\u6bcf\u4e2a\u9884\u6d4b\u53d8\u91cf\u7684 VIF\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528<b>car<\/b>\u5305\u4e2d\u7684<strong>vive()<\/strong>\u51fd\u6570\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">library<\/span> (car)<\/span>\n\n#define multiple linear regression model\n<\/span>model &lt;- lm(rating ~ points + assists + rebounds, data=df)\n\n<span style=\"color: #008080;\">#calculate the VIF for each predictor variable in the model\n<\/span>lively(model)\n\n  points assists rebounds \n1.763977 1.959104 1.175030 \n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u6bcf\u4e2a\u9884\u6d4b\u53d8\u91cf\u7684 VIF \u503c\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u79ef\u5206\uff1a<\/strong> 1.76<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u52a9\u653b\uff1a<\/strong> 1.96<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u7bee\u677f\u6570\uff1a<\/strong> 1.18<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u7531\u4e8e\u6a21\u578b\u4e2d\u9884\u6d4b\u53d8\u91cf\u7684\u6bcf\u4e2a VIF \u503c\u90fd\u63a5\u8fd1 1\uff0c\u56e0\u6b64\u591a\u91cd\u5171\u7ebf\u6027\u5728\u6a21\u578b\u4e2d\u4e0d\u662f\u95ee\u9898\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u6ce8\u610f<\/strong>\uff1a\u5982\u679c\u591a\u91cd\u5171\u7ebf\u6027\u6210\u4e3a\u6a21\u578b\u4e2d\u7684\u95ee\u9898\uff0c\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u6700\u5feb\u7684\u89e3\u51b3\u65b9\u6848\u662f\u5220\u9664\u4e00\u4e2a\u6216\u591a\u4e2a\u9ad8\u5ea6\u76f8\u5173\u7684\u53d8\u91cf\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8fd9\u901a\u5e38\u662f\u4e00\u4e2a\u53ef\u63a5\u53d7\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u56e0\u4e3a\u60a8\u5220\u9664\u7684\u53d8\u91cf\u65e0\u8bba\u5982\u4f55\u90fd\u662f\u591a\u4f59\u7684\uff0c\u5e76\u4e14\u5728\u6a21\u578b\u4e2d\u6dfb\u52a0\u4e86\u5f88\u5c11\u7684\u552f\u4e00\u6216\u72ec\u7acb\u4fe1\u606f\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 R \u4e2d\u6267\u884c\u5176\u4ed6\u5e38\u89c1\u4efb\u52a1\uff1a<\/span><\/p>\n<p><a href=\"https:\/\/statorials.org\/cn\/\u591a\u5143\u7ebf\u6027\u56de\u5f52\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 R \u4e2d\u6267\u884c\u591a\u5143\u7ebf\u6027\u56de\u5f52<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u6709\u4eba\u611f\u5174\u8da3-r\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 R \u4e2d\u521b\u5efa QQ \u56fe<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u6b8b\u7559\u75d5\u91cf\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 R \u4e2d\u521b\u5efa\u6b8b\u5dee\u56fe<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u56de\u5f52\u5206\u6790\u4e2d\uff0c\u5f53\u4e24\u4e2a\u6216\u591a\u4e2a\u9884\u6d4b\u53d8\u91cf\u5f7c\u6b64\u9ad8\u5ea6\u76f8\u5173\uff0c\u4ee5\u81f4\u5b83\u4eec\u5728\u56de\u5f52\u6a21\u578b\u4e2d\u4e0d\u63d0\u4f9b\u552f\u4e00\u6216\u72ec\u7acb\u7684\u4fe1\u606f\u65f6\uff0c\u5c31\u4f1a\u51fa\u73b0\u591a\u91cd\u5171\u7ebf [&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-3788","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 R \u4e2d\u6d4b\u8bd5\u591a\u91cd\u5171\u7ebf\u6027 - Statorials<\/title>\n<meta name=\"description\" content=\"\u672c\u6559\u7a0b\u4ecb\u7ecd\u4e86\u5982\u4f55\u5728 R \u4e2d\u6d4b\u8bd5\u591a\u91cd\u5171\u7ebf\u6027\uff0c\u5305\u62ec\u4e00\u4e2a\u5b8c\u6574\u7684\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\/r-\u4e2d\u7684\u591a\u91cd\u5171\u7ebf\u6027\/\" \/>\n<meta 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