{"id":491,"date":"2023-07-29T17:51:19","date_gmt":"2023-07-29T17:51:19","guid":{"rendered":"https:\/\/statorials.org\/cn\/%e5%b7%b4%e7%89%b9%e5%88%a9%e5%85%b9%e7%90%83%e6%99%b6%e8%af%95%e9%aa%8c\/"},"modified":"2023-07-29T17:51:19","modified_gmt":"2023-07-29T17:51:19","slug":"%e5%b7%b4%e7%89%b9%e5%88%a9%e5%85%b9%e7%90%83%e6%99%b6%e8%af%95%e9%aa%8c","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/%e5%b7%b4%e7%89%b9%e5%88%a9%e5%85%b9%e7%90%83%e6%99%b6%e8%af%95%e9%aa%8c\/","title":{"rendered":"\u5df4\u7279\u5229\u7279\u7403\u5f62\u5ea6\u68c0\u9a8c\u6307\u5357"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u5df4\u7279\u5229\u7279\u7403\u5f62\u5ea6\u68c0\u9a8c<\/strong>\u5c06\u89c2\u5bdf\u5230\u7684\u76f8\u5173\u77e9\u9635\u4e0e\u5355\u4f4d\u77e9\u9635\u8fdb\u884c\u6bd4\u8f83\u3002\u672c\u8d28\u4e0a\uff0c\u5b83\u68c0\u67e5\u53d8\u91cf\u4e4b\u95f4\u662f\u5426\u5b58\u5728\u4e00\u4e9b\u5197\u4f59\uff0c\u8fd9\u4e9b\u5197\u4f59\u53ef\u4ee5\u7528\u8bb8\u591a\u56e0\u7d20\u6765\u6982\u62ec\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u68c0\u9a8c\u7684\u539f\u5047\u8bbe\u662f\u53d8\u91cf\u662f\u6b63\u4ea4\u7684\uff0c\u5373\u4e0d\u76f8\u5173\u3002\u53e6\u4e00\u79cd\u5047\u8bbe\u662f\u53d8\u91cf\u4e0d\u662f\u6b63\u4ea4\u7684\uff0c\u5373\u5b83\u4eec\u4e0e\u76f8\u5173\u77e9\u9635\u4e0e\u5355\u4f4d\u77e9\u9635\u663e\u7740\u504f\u79bb\u7684\u70b9\u5145\u5206\u76f8\u5173\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b64\u6d4b\u8bd5\u901a\u5e38\u5728\u4f7f\u7528\u6570\u636e\u7f29\u51cf\u6280\u672f\uff08\u4f8b\u5982\u4e3b\u6210\u5206\u5206\u6790\u6216\u56e0\u5b50\u5206\u6790\uff09\u4e4b\u524d\u6267\u884c\uff0c\u4ee5\u9a8c\u8bc1\u6570\u636e\u7f29\u51cf\u6280\u672f\u5b9e\u9645\u4e0a\u53ef\u4ee5\u6709\u610f\u4e49\u5730\u538b\u7f29\u6570\u636e\u3002<\/span><\/p>\n<blockquote>\n<p><span style=\"color: #000000;\"><strong>\u6ce8\u610f\uff1a<\/strong> Bartlett \u7403\u5f62\u68c0\u9a8c\u4e0e<a href=\"https:\/\/statorials.org\/cn\/\u5df4\u7279\u5229\u7279\u68c0\u9a8c\/\" target=\"_blank\" rel=\"noopener\">Bartlett \u65b9\u5dee\u9f50\u6027\u68c0\u9a8c<\/a>\u4e0d\u540c\u3002\u8fd9\u662f\u4e00\u4e2a\u5e38\u89c1\u7684\u6df7\u6dc6\uff0c\u56e0\u4e3a\u4e24\u8005\u7684\u540d\u5b57\u76f8\u4f3c\u3002<\/span><\/p>\n<\/blockquote>\n<h2><strong><span style=\"color: #000000;\">\u76f8\u5173\u77e9\u9635\u548c\u5355\u4f4d\u77e9\u9635<\/span><\/strong><\/h2>\n<p><span style=\"color: #000000;\"><strong>\u76f8\u5173\u77e9\u9635<\/strong>\u53ea\u662f\u4e00\u4e2a\u663e\u793a\u53d8\u91cf\u4e4b\u95f4\u76f8\u5173\u7cfb\u6570\u7684\u503c\u77e9\u9635\u3002\u4f8b\u5982\uff0c\u4ee5\u4e0b\u76f8\u5173\u77e9\u9635\u663e\u793a\u4e86\u804c\u4e1a\u7bee\u7403\u961f\u4e0d\u540c\u53d8\u91cf\u4e4b\u95f4\u7684\u76f8\u5173\u7cfb\u6570\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/cn\/\u76ae\u5c14\u900a\u76f8\u5173\u7cfb\u6570-1\/\" target=\"_blank\" rel=\"noopener\">\u76f8\u5173\u7cfb\u6570\u7684\u8303\u56f4<\/a>\u4e3a -1 \u5230 1\u3002\u503c\u8ddd\u79bb 0 \u8d8a\u8fdc\uff0c\u4e24\u4e2a\u53d8\u91cf\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u8d8a\u9ad8\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u5355\u4f4d\u77e9\u9635<\/strong>\u662f\u5bf9\u89d2\u7ebf\u4e0a\u6240\u6709\u503c\u4e3a 1\uff0c\u5176\u4ed6\u503c\u4e3a 0 \u7684\u77e9\u9635\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u5982\u679c\u8be5\u77e9\u9635\u4e2d\u7684\u6570\u5b57\u4ee3\u8868\u76f8\u5173\u7cfb\u6570\uff0c\u5219\u610f\u5473\u7740\u6bcf\u4e2a\u53d8\u91cf\u4e0e\u6240\u6709\u5176\u4ed6\u53d8\u91cf\u5b8c\u5168\u6b63\u4ea4\uff08\u5373\u201c\u4e0d\u76f8\u5173\u201d\uff09\uff0c\u56e0\u6b64 PCA \u6216\u56e0\u5b50\u5206\u6790\u7b49\u6570\u636e\u7f29\u51cf\u6280\u672f\u5c06\u65e0\u6cd5\u201c\u4ee5\u6709\u610f\u4e49\u7684\u65b9\u5f0f\u538b\u7f29\u201d\u6570\u636e\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u56e0\u6b64\uff0c\u6211\u4eec\u6267\u884c Bartlett \u7403\u5f62\u5ea6\u68c0\u9a8c\u7684\u539f\u56e0\u662f\u4e3a\u4e86\u786e\u4fdd\u6570\u636e\u96c6\u4e2d\u53d8\u91cf\u7684\u76f8\u5173\u77e9\u9635\u4e0e\u5355\u4f4d\u77e9\u9635\u663e\u7740\u4e0d\u540c\uff0c\u4ee5\u4fbf\u6211\u4eec\u77e5\u9053\u9002\u5408\u4f7f\u7528\u6570\u636e\u7f29\u51cf\u6280\u672f\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5982\u679c Bartlett \u7403\u5f62\u5ea6\u68c0\u9a8c\u7684 p \u503c\u5c0f\u4e8e\u6240\u9009\u7684\u663e\u7740\u6027\u6c34\u5e73\uff08\u5e38\u89c1\u9009\u62e9\u4e3a 0.10\u30010.05 \u548c 0.01\uff09\uff0c\u5219\u6211\u4eec\u7684\u6570\u636e\u96c6\u9002\u5408\u6570\u636e\u7f29\u51cf\u6280\u672f\u3002<\/span><\/p>\n<h2><strong><span style=\"color: #000000;\">\u5982\u4f55\u5728 R \u4e2d\u6267\u884c Bartlett \u7403\u5f62\u5ea6\u68c0\u9a8c<\/span><\/strong><\/h2>\n<p><span style=\"color: #000000;\">\u8981\u5728 R \u4e2d\u6267\u884c Bartlett \u7403\u5f62\u5ea6\u6d4b\u8bd5\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528<strong>psych<\/strong>\u5e93\u4e2d\u7684<strong>cortest.bartlett()<\/strong>\u51fd\u6570\u3002\u8be5\u51fd\u6570\u7684\u4e00\u822c\u8bed\u6cd5\u5982\u4e0b\uff1a<\/span><\/p>\n<p style=\"text-align: center;\"> <span style=\"color: #000000;\">cortest.bartlett(R, n)<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">R\uff1a\u6570\u636e\u96c6\u7684\u76f8\u5173\u77e9\u9635<\/span><\/li>\n<li><span style=\"color: #000000;\">n\uff1a\u6570\u636e\u96c6\u7684\u6837\u672c\u5927\u5c0f<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u4ee3\u7801\u6f14\u793a\u4e86\u5982\u4f55\u5728\u6211\u4eec\u521b\u5efa\u7684\u5047\u6570\u636e\u96c6\u4e0a\u6267\u884c\u6b64\u6d4b\u8bd5\uff1a<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#make this example reproducible\n<\/span>set.seed(0)\n\n<span style=\"color: #008080;\">#create fake data\n<\/span>data &lt;- data.frame(A = rnorm(50, 1, 4), B = rnorm(50, 3, 6), C = rnorm(50, 5, 8))\n\n<span style=\"color: #008080;\">#view first six rows of data\n<\/span>head(data)\n#ABC\n#1 6.0518171 4.5968242 11.25487348\n#2 -0.3049334 0.7397837 -1.21421297\n#3 6.3191971 17.6481878 0.07208074\n#4 6.0897173 -1.7720347 5.37264242\n#5 2.6585657 2.6707352 -4.04308622\n#6 -5.1598002 4.5008479 9.61375026\n\n<span style=\"color: #008080;\">#find correlation matrix of data\n<\/span>cor_matrix &lt;- cor(data)\n\n<span style=\"color: #008080;\">#view correlation matrix\n<\/span>cor_matrix\n\n#ABC\n#A 1.0000000 0.1600155667 0.2825308511\n#B 0.1600156 1.0000000000 0.0005358384\n#C 0.2825309 0.0005358384 1.0000000000\n<span style=\"color: #008080;\">\n#load psych library\n<\/span>library(psych)\n\n<span style=\"color: #008080;\">#perform Bartlett's Test of Sphericity\n<\/span>cortest.bartlett(cor_matrix, n = nrow(data))\n\n#$chisq\n#[1] 5.252329\n#\n#$p.value\n#[1] 0.1542258\n#\n#$df\n#[1] 3<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u5361\u65b9\u68c0\u9a8c\u7edf\u8ba1\u91cf\u4e3a 5.252329\uff0c\u76f8\u5e94\u7684 p \u503c\u4e3a 0.1542258\uff0c\u8fd9\u4e0d\u5c0f\u4e8e\u6211\u4eec\u7684\u663e\u7740\u6027\u6c34\u5e73\uff08\u6211\u4eec\u4f7f\u7528 0.05\uff09\u3002\u56e0\u6b64\uff0c\u8fd9\u4e9b\u6570\u636e\u53ef\u80fd\u4e0d\u9002\u5408\u8fdb\u884c PCA \u6216\u56e0\u5b50\u5206\u6790\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u7b80\u800c\u8a00\u4e4b\uff0c\u6211\u4eec\u6570\u636e\u96c6\u4e2d\u7684\u4e09\u4e2a\u53d8\u91cf\u76f8\u5173\u6027\u4e0d\u591f\uff0c\u56e0\u6b64\u50cf PCA \u6216\u56e0\u5b50\u5206\u6790\u8fd9\u6837\u7684\u6570\u636e\u7f29\u51cf\u6280\u672f\u5f88\u96be\u5c06\u8fd9\u4e9b\u53d8\u91cf\u538b\u7f29\u4e3a\u80fd\u591f\u6355\u83b7\u6570\u636e\u4e2d\u5b58\u5728\u7684\u663e\u7740\u65b9\u5dee\u7684\u7ebf\u6027\u7ec4\u5408\u3002<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5df4\u7279\u5229\u7279\u7403\u5f62\u5ea6\u68c0\u9a8c\u5c06\u89c2\u5bdf\u5230\u7684\u76f8\u5173\u77e9\u9635\u4e0e\u5355\u4f4d\u77e9\u9635\u8fdb\u884c\u6bd4\u8f83\u3002\u672c\u8d28\u4e0a\uff0c\u5b83\u68c0\u67e5\u53d8\u91cf\u4e4b\u95f4\u662f\u5426\u5b58\u5728\u4e00\u4e9b\u5197\u4f59\uff0c\u8fd9\u4e9b\u5197\u4f59\u53ef\u4ee5\u7528 [&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-491","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>\u5df4\u7279\u5229\u7279\u7403\u5f62\u5ea6\u68c0\u9a8c\u6307\u5357 - Statorials<\/title>\n<meta name=\"description\" content=\"\u5df4\u7279\u5229\u7279\u7403\u5f62\u68c0\u9a8c\u7684\u7b80\u5355\u4ecb\u7ecd\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\/\u5df4\u7279\u5229\u5179\u7403\u6676\u8bd5\u9a8c\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" 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