{"id":1229,"date":"2023-07-27T05:25:49","date_gmt":"2023-07-27T05:25:49","guid":{"rendered":"https:\/\/statorials.org\/cn\/%e4%bd%8d%e7%bd%ae%e6%8c%89%e6%af%94%e4%be%8b\/"},"modified":"2023-07-27T05:25:49","modified_gmt":"2023-07-27T05:25:49","slug":"%e4%bd%8d%e7%bd%ae%e6%8c%89%e6%af%94%e4%be%8b","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/%e4%bd%8d%e7%bd%ae%e6%8c%89%e6%af%94%e4%be%8b\/","title":{"rendered":"\u5982\u4f55\u89e3\u91ca\u6bd4\u4f8b\u548c\u4f4d\u7f6e\u56fe\uff1a\u4e3e\u4f8b"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u7f29\u653e\u4f4d\u7f6e\u56fe<\/strong>\u662f\u4e00\u79cd\u56fe\u8868\uff0c\u5b83\u6cbf x \u8f74\u663e\u793a<a href=\"https:\/\/statorials.org\/cn\/r-\u4e2d\u7684\u7b80\u5355\u7ebf\u6027\u56de\u5f52\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u56de\u5f52\u6a21\u578b<\/a>\u7684\u62df\u5408\u503c\uff0c\u6cbf y \u8f74\u663e\u793a\u6807\u51c6\u5316\u6b8b\u5dee\u7684\u5e73\u65b9\u6839\u3002<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-12171 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/echelleemplacement1.png\" alt=\"\u6bd4\u4f8b\u4f4d\u7f6e\u56fe\" width=\"437\" height=\"416\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u770b\u770b\u8fd9\u4e2a\u56fe\uff0c\u6211\u4eec\u68c0\u67e5\u4e24\u4ef6\u4e8b\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1.<\/strong>\u9a8c\u8bc1\u7ed8\u56fe\u4e0a\u7684\u7ea2\u7ebf\u662f\u5426\u5927\u81f4\u6c34\u5e73\u3002\u5982\u679c\u662f\u8fd9\u79cd\u60c5\u51b5\uff0c\u5219\u5bf9\u4e8e\u7ed9\u5b9a\u7684\u56de\u5f52\u6a21\u578b\u53ef\u80fd\u6ee1\u8db3<a href=\"https:\/\/statorials.org\/cn\/\u5f02\u65b9\u5dee\u56de\u5f52\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u540c\u65b9\u5dee\u6027<\/a>\u5047\u8bbe\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u6240\u6709\u62df\u5408\u503c\u7684\u6b8b\u5dee\u5206\u5e03\u8fd1\u4f3c\u76f8\u7b49\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2.<\/strong>\u68c0\u67e5\u6b8b\u5dee\u4e4b\u95f4\u662f\u5426\u6ca1\u6709\u660e\u663e\u7684\u8d8b\u52bf\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u6b8b\u5dee\u5e94\u968f\u673a\u5206\u6563\u5728\u7ea2\u7ebf\u5468\u56f4\uff0c\u6240\u6709\u62df\u5408\u503c\u7684\u53d8\u5f02\u6027\u5927\u81f4\u76f8\u7b49\u3002<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>R \u4e2d\u7684\u6bd4\u4f8b\u548c\u4f4d\u7f6e\u7ed8\u56fe<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\u5728 R \u4e2d\u62df\u5408\u4e00\u4e2a\u7b80\u5355\u7684\u7ebf\u6027\u56de\u5f52\u6a21\u578b\uff0c\u5e76\u4e3a\u7ed3\u679c\u6a21\u578b\u751f\u6210\u6bd4\u4f8b\u548c\u4f4d\u7f6e\u56fe\uff1a<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#fit simple linear regression model\n<\/span>model &lt;- lm(Ozone ~ Temp, data = airquality)\n\n<span style=\"color: #008080;\">#produce scale-location plot\n<\/span>plot(model)\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-12172 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/echelleemplacement2.png\" alt=\"R \u4e2d\u7684\u6bd4\u4f8b\u4f4d\u7f6e\u56fe\" width=\"420\" height=\"406\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u4ece\u8be5\u56de\u5f52\u6a21\u578b\u7684\u5c3a\u5ea6\u4f4d\u7f6e\u56fe\u4e2d\u89c2\u5bdf\u5230\u4ee5\u4e0b\u4e24\u4ef6\u4e8b\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1.<\/strong>\u7ea2\u7ebf\u5728\u56fe\u4e0a\u5927\u81f4\u6c34\u5e73\u3002\u5982\u679c\u662f\u8fd9\u79cd\u60c5\u51b5\uff0c\u5219\u5bf9\u4e8e\u7ed9\u5b9a\u7684\u56de\u5f52\u6a21\u578b\uff0c\u6ee1\u8db3<a href=\"https:\/\/statorials.org\/cn\/\u5f02\u65b9\u5dee\u56de\u5f52\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u540c\u65b9\u5dee\u6027<\/a>\u5047\u8bbe\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u6240\u6709\u62df\u5408\u503c\u7684\u6b8b\u5dee\u5206\u5e03\u8fd1\u4f3c\u76f8\u7b49\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2.<\/strong>\u68c0\u67e5\u6b8b\u5dee\u4e4b\u95f4\u662f\u5426\u6ca1\u6709\u660e\u663e\u7684\u8d8b\u52bf\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u6b8b\u5dee\u5e94\u968f\u673a\u5206\u6563\u5728\u7ea2\u7ebf\u5468\u56f4\uff0c\u6240\u6709\u62df\u5408\u503c\u7684\u53d8\u5f02\u6027\u5927\u81f4\u76f8\u7b49\u3002<\/span><\/p>\n<blockquote>\n<p><span style=\"color: #000000;\"><strong>\u6280\u672f\u8bf4\u660e<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u6570\u636e\u96c6\u4e2d\u5177\u6709\u6700\u9ad8\u6807\u51c6\u5316\u6b8b\u5dee\u7684\u4e09\u4e2a\u89c2\u6d4b\u503c\u5728\u56fe\u4e2d\u8fdb\u884c\u4e86\u6807\u8bb0\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u7b2c 30\u300162 \u548c 117 \u884c\u4e2d\u7684\u89c2\u6d4b\u503c\u5177\u6709\u6700\u9ad8\u7684\u6807\u51c6\u5316\u6b8b\u5dee\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8fd9\u5e76\u4e0d\u4e00\u5b9a\u610f\u5473\u7740\u8fd9\u4e9b\u89c2\u5bdf\u7ed3\u679c\u662f\u5f02\u5e38\u503c\uff0c\u4f46\u60a8\u53ef\u80fd\u9700\u8981\u67e5\u770b\u539f\u59cb\u6570\u636e\u4ee5\u66f4\u4ed4\u7ec6\u5730\u68c0\u67e5\u8fd9\u4e9b\u89c2\u5bdf\u7ed3\u679c\u3002<\/span><\/p>\n<\/blockquote>\n<p><span style=\"color: #000000;\">\u5c3d\u7ba1\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u7ea2\u7ebf\u5728\u5c3a\u5ea6\u4f4d\u7f6e\u56fe\u4e0a\u5927\u81f4\u6c34\u5e73\uff0c\u4f46\u8fd9\u4ec5\u4f5c\u4e3a\u89c6\u89c9\u65b9\u5f0f\u6765\u67e5\u770b\u662f\u5426\u6ee1\u8db3\u540c\u65b9\u5dee\u6027\u5047\u8bbe\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u7528\u6765\u67e5\u770b\u662f\u5426\u6ee1\u8db3\u540c\u65b9\u5dee\u6027\u5047\u8bbe\u7684\u6b63\u5f0f\u7edf\u8ba1\u68c0\u9a8c\u662f<a href=\"https:\/\/statorials.org\/cn\/\u5e03\u9c81\u65bd\u5f02\u6559\u6d4b\u8bd5r\/\" target=\"_blank\" rel=\"noopener noreferrer\">Breusch-Pagan \u68c0\u9a8c<\/a>\u3002<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>R \u4e2d\u7684 Breusch-Pagan \u6d4b\u8bd5<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u4ee3\u7801\u5c55\u793a\u4e86\u5982\u4f55\u4f7f\u7528<strong>lmtest<\/strong>\u5305\u7684<strong>bptest()<\/strong>\u51fd\u6570\u5728 R \u4e2d\u6267\u884c Breusch-Pagan \u6d4b\u8bd5\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load lmtest package\n<\/span>library(lmtest)\n\n<span style=\"color: #008080;\">#perform Breusch-Pagan Test\n<\/span>bptest(model)\n\n\tstudentized Breusch-Pagan test\n\ndata: model\nBP = 1.4798, df = 1, p-value = 0.2238\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Breusch-Pagan \u68c0\u9a8c\u4f7f\u7528\u4ee5\u4e0b\u539f\u5047\u8bbe\u548c\u5907\u62e9\u5047\u8bbe\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u96f6\u5047\u8bbe (H <sub>0<\/sub> )\uff1a\u6b8b\u5dee\u662f\u540c\u65b9\u5dee\u7684\uff08\u5373\u5747\u5300\u5206\u5e03\uff09<\/span><\/li>\n<li><span style=\"color: #000000;\">\u5907\u62e9\u5047\u8bbe ( <sub>HA<\/sub> )\uff1a\u6b8b\u5dee\u662f\u5f02\u65b9\u5dee\u7684\uff08\u5373\u4e0d\u5747\u5300\u5206\u5e03\uff09<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u4ece\u7ed3\u679c\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u68c0\u9a8c\u7684 p \u503c\u4e3a<strong>0.2238<\/strong> \u3002\u7531\u4e8e\u8be5 p \u503c\u4e0d\u5c0f\u4e8e 0.05\uff0c\u56e0\u6b64\u6211\u4eec\u65e0\u6cd5\u62d2\u7edd\u539f\u5047\u8bbe\u3002\u6211\u4eec\u6ca1\u6709\u8db3\u591f\u7684\u8bc1\u636e\u8868\u660e\u56de\u5f52\u6a21\u578b\u4e2d\u5b58\u5728\u5f02\u65b9\u5dee\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8be5\u7ed3\u679c\u4e0e\u6211\u4eec\u5bf9\u6bd4\u4f8b\u4f4d\u7f6e\u56fe\u4e2d\u7ea2\u7ebf\u7684\u76ee\u89c6\u68c0\u67e5\u76f8\u7b26\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u5176\u4ed6\u8d44\u6e90<\/strong><\/span><\/h3>\n<p><a href=\"https:\/\/statorials.org\/cn\/\u5f02\u65b9\u5dee\u56de\u5f52\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u4e86\u89e3\u56de\u5f52\u5206\u6790\u4e2d\u7684\u5f02\u65b9\u5dee\u6027<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u6b8b\u7559\u75d5\u91cf\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u5982\u4f55\u5728 R \u4e2d\u521b\u5efa\u6b8b\u5dee\u56fe<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u5e03\u9c81\u65bd\u5f02\u6559\u6d4b\u8bd5r\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u5982\u4f55\u5728 R \u4e2d\u6267\u884c Breusch-Pagan \u6d4b\u8bd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7f29\u653e\u4f4d\u7f6e\u56fe\u662f\u4e00\u79cd\u56fe\u8868\uff0c\u5b83\u6cbf x \u8f74\u663e\u793a\u56de\u5f52\u6a21\u578b\u7684\u62df\u5408\u503c\uff0c\u6cbf y \u8f74\u663e\u793a\u6807\u51c6\u5316\u6b8b\u5dee\u7684\u5e73\u65b9\u6839\u3002 \u770b\u770b\u8fd9\u4e2a\u56fe\uff0c\u6211\u4eec\u68c0 [&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-1229","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site 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content=\"\u672c\u6559\u7a0b\u901a\u8fc7\u4e00\u4e2a\u793a\u4f8b\u89e3\u91ca\u5982\u4f55\u6309\u6bd4\u4f8b\u548c\u4f4d\u7f6e\u89e3\u91ca\u7ed8\u56fe\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/cn\/\u4f4d\u7f6e\u6309\u6bd4\u4f8b\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-27T05:25:49+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/echelleemplacement1.png\" \/>\n<meta name=\"author\" content=\"\u672c\u6770\u660e\u00b7\u5b89\u5fb7\u68ee\u535a\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u672c\u6770\u660e\u00b7\u5b89\u5fb7\u68ee\u535a\" \/>\n<script type=\"application\/ld+json\" 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