{"id":1099,"date":"2023-07-27T16:27:00","date_gmt":"2023-07-27T16:27:00","guid":{"rendered":"https:\/\/statorials.org\/cn\/r%e4%b8%ad%e7%9a%84%e9%87%8d%e5%a4%8d%e6%b5%8b%e9%87%8f%e6%96%b9%e5%b7%ae%e5%88%86%e6%9e%90\/"},"modified":"2023-07-27T16:27:00","modified_gmt":"2023-07-27T16:27:00","slug":"r%e4%b8%ad%e7%9a%84%e9%87%8d%e5%a4%8d%e6%b5%8b%e9%87%8f%e6%96%b9%e5%b7%ae%e5%88%86%e6%9e%90","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/r%e4%b8%ad%e7%9a%84%e9%87%8d%e5%a4%8d%e6%b5%8b%e9%87%8f%e6%96%b9%e5%b7%ae%e5%88%86%e6%9e%90\/","title":{"rendered":"\u5982\u4f55\u5728 r \u4e2d\u6267\u884c\u91cd\u590d\u6d4b\u91cf\u65b9\u5dee\u5206\u6790"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/cn\/\u65b9\u5dee\u5206\u6790\u91cd\u590d\u6d4b\u91cf\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u91cd\u590d\u6d4b\u91cf\u65b9\u5dee\u5206\u6790<\/a>\u7528\u4e8e\u786e\u5b9a\u4e09\u4e2a\u6216\u66f4\u591a\u7ec4\u7684\u5e73\u5747\u503c\u4e4b\u95f4\u662f\u5426\u5b58\u5728\u7edf\u8ba1\u663e\u7740\u6027\u5dee\u5f02\uff0c\u5176\u4e2d\u6bcf\u7ec4\u4e2d\u51fa\u73b0\u76f8\u540c\u7684\u53d7\u8bd5\u8005\u3002<\/span><\/p>\n<p data-slot-rendered-dynamic=\"true\"><span style=\"color: #000000;\">\u672c\u6559\u7a0b\u4ecb\u7ecd\u5982\u4f55\u5728 R \u4e2d\u6267\u884c\u5355\u5411\u91cd\u590d\u6d4b\u91cf\u65b9\u5dee\u5206\u6790\u3002<\/span><\/p>\n<h3 data-slot-rendered-dynamic=\"true\"><span style=\"color: #000000;\"><strong>\u793a\u4f8b\uff1aR \u4e2d\u7684\u91cd\u590d\u6d4b\u91cf\u65b9\u5dee\u5206\u6790<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u7814\u7a76\u4eba\u5458\u60f3\u77e5\u9053\u56db\u79cd\u4e0d\u540c\u7684\u836f\u7269\u662f\u5426\u4f1a\u5bfc\u81f4\u4e0d\u540c\u7684\u53cd\u5e94\u65f6\u95f4\u3002\u4e3a\u4e86\u6d4b\u8bd5\u8fd9\u4e00\u70b9\uff0c\u4ed6\u4eec\u6d4b\u91cf\u4e86\u4e94\u540d\u60a3\u8005\u5bf9\u56db\u79cd\u4e0d\u540c\u836f\u7269\u7684\u53cd\u5e94\u65f6\u95f4\u3002\u7531\u4e8e\u6bcf\u4f4d\u60a3\u8005\u90fd\u5bf9\u56db\u79cd\u836f\u7269\u4e2d\u7684\u6bcf\u4e00\u79cd\u8fdb\u884c\u6d4b\u91cf\uff0c\u56e0\u6b64\u6211\u4eec\u5c06\u4f7f\u7528\u91cd\u590d\u6d4b\u91cf\u65b9\u5dee\u5206\u6790\u6765\u786e\u5b9a\u836f\u7269\u4e4b\u95f4\u7684\u5e73\u5747\u53cd\u5e94\u65f6\u95f4\u662f\u5426\u4e0d\u540c\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4f7f\u7528\u4ee5\u4e0b\u6b65\u9aa4\u5728 R \u4e2d\u6267\u884c\u91cd\u590d\u6d4b\u91cf\u65b9\u5dee\u5206\u6790\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u7b2c 1 \u6b65\uff1a\u8f93\u5165\u6570\u636e\u3002<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u9996\u5148\uff0c\u6211\u4eec\u5c06\u521b\u5efa\u4e00\u4e2a\u6570\u636e\u6846\u6765\u4fdd\u5b58\u6570\u636e\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create data<\/span>\ndf &lt;- data.frame(patient= <span style=\"color: #3366ff;\">rep<\/span> (1:5, <span style=\"color: #008000;\">each<\/span> =4),\n                 drug= <span style=\"color: #3366ff;\">rep<\/span> (1:4, <span style=\"color: #008000;\">times<\/span> =5),\n                 response=c(30, 28, 16, 34,\n                            14, 18, 10, 22,\n                            24, 20, 18, 30,\n                            38, 34, 20, 44,\n                            26, 28, 14, 30))\n\n<span style=\"color: #008080;\">#view data<\/span>\ndf\n\n   patient drug response\n1 1 1 30\n2 1 2 28\n3 1 3 16\n4 1 4 34\n5 2 1 14\n6 2 2 18\n7 2 3 10\n8 2 4 22\n9 3 1 24\n10 3 2 20\n11 3 3 18\n12 3 4 30\n13 4 1 38\n14 4 2 34\n15 4 3 20\n16 4 4 44\n17 5 1 26\n18 5 2 28\n19 5 3 14\n20 5 4 30<\/strong><\/pre>\n<p><span style=\"color: #000000;\"><strong>\u7b2c 2 \u6b65\uff1a\u6267\u884c\u91cd\u590d\u6d4b\u91cf\u65b9\u5dee\u5206\u6790\u3002<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u4f7f\u7528<strong>aov()<\/strong>\u51fd\u6570\u6267\u884c\u91cd\u590d\u6d4b\u91cf\u65b9\u5dee\u5206\u6790\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #000000;\"><span style=\"color: #008080;\">#fit repeated measures ANOVA model<\/span>\nmodel &lt;- aov(response~ <span style=\"color: #008000;\">factor<\/span> (drug)+ <span style=\"color: #008000;\">Error<\/span> ( <span style=\"color: #008000;\">factor<\/span> (patient)), data = df)\n\n<span style=\"color: #008080;\">#view model summary<\/span>\nsummary(model)\n<\/span>\nError: factor(patient)\n          Df Sum Sq Mean Sq F value Pr(&gt;F)\nResiduals 4 680.8 170.2               \n\nError: Within\n             Df Sum Sq Mean Sq F value Pr(&gt;F)    \nfactor(drug) 3 698.2 232.7 24.76 1.99e-05 ***\nResiduals 12 112.8 9.4                     \n---\nSignificant. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\"><strong>\u7b2c 3 \u6b65\uff1a\u89e3\u91ca\u7ed3\u679c\u3002<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u91cd\u590d\u6d4b\u91cf\u65b9\u5dee\u5206\u6790\u4f7f\u7528\u4ee5\u4e0b\u539f\u5047\u8bbe\u548c\u5907\u62e9\u5047\u8bbe\uff1a<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u539f\u5047\u8bbe (H <sub>0<\/sub> )\uff1a<\/strong> \u00b5 <sub>1<\/sub> = \u00b5 <sub>2<\/sub> = \u00b5 <sub>3<\/sub> \uff08\u603b\u4f53\u5e73\u5747\u503c\u5747\u76f8\u7b49\uff09<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u5907\u62e9\u5047\u8bbe\uff1a(Ha)\uff1a<\/strong>\u81f3\u5c11\u4e00\u4e2a\u603b\u4f53\u5747\u503c\u4e0e\u5176\u4ed6\u603b\u4f53\u5747\u503c\u4e0d\u540c<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5728\u6b64\u793a\u4f8b\u4e2d\uff0cF \u68c0\u9a8c\u7edf\u8ba1\u91cf\u4e3a<strong>24.76<\/strong> \uff0c\u76f8\u5e94\u7684 p \u503c\u4e3a<strong>1.99e-05<\/strong> \u3002\u7531\u4e8e\u8be5 p \u503c\u5c0f\u4e8e 0.05\uff0c\u56e0\u6b64\u6211\u4eec\u62d2\u7edd\u539f\u5047\u8bbe\u5e76\u5f97\u51fa\u7ed3\u8bba\uff1a\u56db\u79cd\u836f\u7269\u4e4b\u95f4\u7684\u5e73\u5747\u54cd\u5e94\u65f6\u95f4\u5b58\u5728\u7edf\u8ba1\u663e\u7740\u5dee\u5f02\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u7b2c\u56db\u6b65\uff1a\u62a5\u544a\u7ed3\u679c\u3002<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u6700\u540e\uff0c\u6211\u4eec\u5c06\u62a5\u544a\u91cd\u590d\u6d4b\u91cf\u65b9\u5dee\u5206\u6790\u7684\u7ed3\u679c\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u662f\u5982\u4f55\u6267\u884c\u6b64\u64cd\u4f5c\u7684\u793a\u4f8b\uff1a<\/span><\/p>\n<blockquote>\n<p><span style=\"color: #000000;\">\u5bf9\u4e94\u4e2a\u4eba\u8fdb\u884c\u4e86\u5355\u5411\u91cd\u590d\u6d4b\u91cf\u65b9\u5dee\u5206\u6790\uff0c\u4ee5\u68c0\u67e5\u56db\u79cd\u4e0d\u540c\u836f\u7269\u5bf9\u53cd\u5e94\u65f6\u95f4\u7684\u5f71\u54cd\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u7ed3\u679c\u663e\u793a\uff0c\u6240\u7528\u836f\u7269\u7c7b\u578b\u5bfc\u81f4\u53cd\u5e94\u65f6\u95f4\u5b58\u5728\u7edf\u8ba1\u5b66\u663e\u7740\u5dee\u5f02 (F(3, 12) = 24.76\uff0cp &lt; 0.001\uff09\u3002<\/span><\/p>\n<\/blockquote>\n<h3><span style=\"color: #000000;\"><strong>\u5176\u4ed6\u8d44\u6e90<\/strong><\/span><\/h3>\n<p><a href=\"https:\/\/statorials.org\/cn\/\u65b9\u5dee\u5206\u6790\u91cd\u590d\u6d4b\u91cf\/\">\u91cd\u590d\u6d4b\u91cf\u65b9\u5dee\u5206\u6790\uff1a\u5b9a\u4e49\u3001\u516c\u5f0f\u548c\u793a\u4f8b<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u65b9\u5dee\u5206\u6790\u624b\u52a8\u91cd\u590d\u6d4b\u91cf\/\">\u5982\u4f55\u624b\u52a8\u6267\u884c\u91cd\u590d\u6d4b\u91cf\u65b9\u5dee\u5206\u6790<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u91cd\u590d\u6d4b\u91cf\u65b9\u5dee\u5206\u6790python\/\">\u5982\u4f55\u5728 Python \u4e2d\u6267\u884c\u91cd\u590d\u6d4b\u91cf\u65b9\u5dee\u5206\u6790<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u91cd\u590d\u6d4b\u91cf-anova-excel\/\">\u5982\u4f55\u5728 Excel \u4e2d\u6267\u884c\u91cd\u590d\u6d4b\u91cf\u65b9\u5dee\u5206\u6790<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/spss\u91cd\u590d\u6d4b\u91cf\u65b9\u5dee\u5206\u6790\/\">\u5982\u4f55\u5728 SPSS \u4e2d\u6267\u884c\u91cd\u590d\u6d4b\u91cf\u65b9\u5dee\u5206\u6790<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u91cd\u590d\u6d4b\u91cf\u65b9\u5dee\u5206\u6790\u7edf\u8ba1\/\">\u5982\u4f55\u5728 Stata \u4e2d\u6267\u884c\u91cd\u590d\u6d4b\u91cf\u65b9\u5dee\u5206\u6790<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u91cd\u590d\u6d4b\u91cf\u65b9\u5dee\u5206\u6790\u7528\u4e8e\u786e\u5b9a\u4e09\u4e2a\u6216\u66f4\u591a\u7ec4\u7684\u5e73\u5747\u503c\u4e4b\u95f4\u662f\u5426\u5b58\u5728\u7edf\u8ba1\u663e\u7740\u6027\u5dee\u5f02\uff0c\u5176\u4e2d\u6bcf\u7ec4\u4e2d\u51fa\u73b0\u76f8\u540c\u7684\u53d7\u8bd5\u8005\u3002 \u672c\u6559\u7a0b\u4ecb [&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-1099","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 - Statorials 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