{"id":2138,"date":"2023-07-23T13:06:58","date_gmt":"2023-07-23T13:06:58","guid":{"rendered":"https:\/\/statorials.org\/cn\/%e6%af%94%e5%85%8b%e8%87%b3%e5%b0%94\/"},"modified":"2023-07-23T13:06:58","modified_gmt":"2023-07-23T13:06:58","slug":"%e6%af%94%e5%85%8b%e8%87%b3%e5%b0%94","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/%e6%af%94%e5%85%8b%e8%87%b3%e5%b0%94\/","title":{"rendered":"\u5982\u4f55\u5728r\u4e2d\u8ba1\u7b97bic"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u8d1d\u53f6\u65af\u4fe1\u606f\u51c6\u5219<\/strong>\uff0c\u901a\u5e38\u7f29\u5199\u4e3a<strong>BIC<\/strong> \uff0c\u662f\u4e00\u79cd\u7528\u4e8e\u6bd4\u8f83\u4e0d\u540c\u56de\u5f52\u6a21\u578b\u62df\u5408\u4f18\u5ea6\u7684\u5ea6\u91cf\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5728\u5b9e\u8df5\u4e2d\uff0c\u6211\u4eec\u5c06\u591a\u4e2a\u56de\u5f52\u6a21\u578b\u62df\u5408\u5230\u540c\u4e00\u6570\u636e\u96c6\uff0c\u5e76\u9009\u62e9BIC\u503c\u6700\u4f4e\u7684\u6a21\u578b\u4f5c\u4e3a\u6700\u9002\u5408\u6570\u636e\u7684\u6a21\u578b\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u4f7f\u7528\u4ee5\u4e0b\u516c\u5f0f\u6765\u8ba1\u7b97 BIC\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>BIC:<\/strong> (RSS+log(n)d\u03c3\u0302 <sup>2<\/sup> ) \/ n<\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\u5b50\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>d\uff1a<\/strong>\u9884\u6d4b\u53d8\u91cf\u7684\u6570\u91cf<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>n\uff1a<\/strong>\u89c2\u5bdf\u603b\u6570<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u03c3\u0302\uff1a<\/strong>\u4e0e\u56de\u5f52\u6a21\u578b\u4e2d\u6bcf\u4e2a\u54cd\u5e94\u5ea6\u91cf\u76f8\u5173\u7684\u8bef\u5dee\u65b9\u5dee\u7684\u4f30\u8ba1<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>RSS\uff1a<\/strong>\u56de\u5f52\u6a21\u578b\u7684\u6b8b\u5dee\u5e73\u65b9\u548c<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>TSS\uff1a<\/strong>\u56de\u5f52\u6a21\u578b\u7684\u603b\u5e73\u65b9\u548c<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u5206\u6b65\u793a\u4f8b\u5c55\u793a\u4e86\u5982\u4f55\u8ba1\u7b97 R \u4e2d\u56de\u5f52\u6a21\u578b\u7684 BIC \u503c\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u7b2c1\u6b65\uff1a\u67e5\u770b\u6570\u636e<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u5bf9\u4e8e\u6b64\u793a\u4f8b\uff0c\u6211\u4eec\u5c06\u4f7f\u7528\u5185\u7f6e\u7684<strong>mtcars<\/strong>\u6570\u636e\u96c6\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#view first six rows of mtcars dataset\n<span style=\"color: #000000;\">head(mtcars)<\/span>\n<\/span>mpg cyl disp hp drat wt qsec vs am gear carb\nMazda RX4 21.0 6 160 110 3.90 2.620 16.46 0 1 4 4\nMazda RX4 Wag 21.0 6 160 110 3.90 2.875 17.02 0 1 4 4\nDatsun 710 22.8 4 108 93 3.85 2.320 18.61 1 1 4 1\nHornet 4 Drive 21.4 6 258 110 3.08 3.215 19.44 1 0 3 1\nHornet Sportabout 18.7 8 360 175 3.15 3.440 17.02 0 0 3 2\nValiant 18.1 6 225 105 2.76 3,460 20.22 1 0 3 1\n<\/strong><\/pre>\n<h3><span style=\"color: #000000;\"><strong>\u7b2c 2 \u6b65\uff1a\u5b89\u88c5\u591a\u4e2a\u6a21\u677f<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u4f7f\u7528\u6b64\u6570\u636e\u96c6\u62df\u5408\u51e0\u79cd\u4e0d\u540c\u7684\u56de\u5f52\u6a21\u578b\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#fit three different regression models\n<span style=\"color: #000000;\">model1 &lt;- lm(mpg ~ disp + hp, data = mtcars)<\/span>\n<span style=\"color: #000000;\">model2 &lt;- lm(mpg ~ disp + qsec, data = mtcars)<\/span>\n<span style=\"color: #000000;\">model3 &lt;- lm(mpg ~ disp + wt, data = mtcars)<\/span>\n<\/span><\/strong><\/pre>\n<h3><span style=\"color: #000000;\"><strong>\u7b2c3\u6b65\uff1a\u9009\u62e9BIC\u6700\u4f4e\u7684\u578b\u53f7<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u8981\u8ba1\u7b97\u6bcf\u4e2a\u6a21\u578b\u7684 BIC \u503c\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528<strong>flexmix<\/strong>\u5305\u4e2d\u7684<strong>BIC()<\/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: #ff0000;\">library<\/span> (flexmix)\n\n<span style=\"color: #008080;\">#calculate BIC of model1\n<\/span>BIC(model1)\n\n[1] 174.4815\n\n<span style=\"color: #008080;\">#calculate BIC of model2\n<\/span>BIC(model2)\n\n[1] 177.7048\n\n<span style=\"color: #008080;\">#calculate BIC of model3\n<\/span>BIC(model3)\n\n[1] 170.0307\n<\/span><\/span><\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u6bcf\u4e2a\u578b\u53f7\u7684BIC\u503c\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u578b\u53f7 1<\/strong>\u7684 BIC\uff1a174.4815<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u578b\u53f7 2<\/strong> BIC\uff1a177.7048<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u578b\u53f7 3<\/strong> BIC\uff1a170.0307<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u7531\u4e8e\u6a21\u578b 3 \u7684 BIC \u503c\u6700\u4f4e\uff0c\u6211\u4eec\u5c06\u9009\u62e9\u5b83\u4f5c\u4e3a\u6700\u9002\u5408\u6570\u636e\u96c6\u7684\u6a21\u578b\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u5176\u4ed6\u8d44\u6e90<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u6559\u7a0b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 R \u4e2d\u62df\u5408\u5e38\u89c1\u7684\u56de\u5f52\u6a21\u578b\uff1a<\/span><\/p>\n<p><a href=\"https:\/\/statorials.org\/cn\/r-\u4e2d\u7684\u7b80\u5355\u7ebf\u6027\u56de\u5f52\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 R \u4e2d\u6267\u884c\u7b80\u5355\u7ebf\u6027\u56de\u5f52<\/a><br \/><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 \/>\u5982\u4f55\u5728 R \u4e2d\u6267\u884c\u903b\u8f91\u56de\u5f52<br \/> <a href=\"https:\/\/statorials.org\/cn\/r-\u4e2d\u7684\u52a0\u6743\u6700\u5c0f\u4e8c\u4e58\u6cd5\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 R \u4e2d\u6267\u884c\u52a0\u6743\u6700\u5c0f\u4e8c\u4e58\u56de\u5f52<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8d1d\u53f6\u65af\u4fe1\u606f\u51c6\u5219\uff0c\u901a\u5e38\u7f29\u5199\u4e3aBIC \uff0c\u662f\u4e00\u79cd\u7528\u4e8e\u6bd4\u8f83\u4e0d\u540c\u56de\u5f52\u6a21\u578b\u62df\u5408\u4f18\u5ea6\u7684\u5ea6\u91cf\u3002 \u5728\u5b9e\u8df5\u4e2d\uff0c\u6211\u4eec\u5c06\u591a\u4e2a\u56de\u5f52\u6a21\u578b\u62df [&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-2138","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\u8ba1\u7b97 BIC - Statorials<\/title>\n<meta name=\"description\" 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