{"id":476,"date":"2023-07-29T19:10:59","date_gmt":"2023-07-29T19:10:59","guid":{"rendered":"https:\/\/statorials.org\/cn\/%e5%a6%82%e4%bd%95%e8%ae%a1%e7%ae%97-r-%e4%b8%ad%e7%bb%9f%e8%ae%a1%e9%87%8f-f-%e7%9a%84-pd-%e5%80%bc\/"},"modified":"2023-07-29T19:10:59","modified_gmt":"2023-07-29T19:10:59","slug":"%e5%a6%82%e4%bd%95%e8%ae%a1%e7%ae%97-r-%e4%b8%ad%e7%bb%9f%e8%ae%a1%e9%87%8f-f-%e7%9a%84-pd-%e5%80%bc","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/%e5%a6%82%e4%bd%95%e8%ae%a1%e7%ae%97-r-%e4%b8%ad%e7%bb%9f%e8%ae%a1%e9%87%8f-f-%e7%9a%84-pd-%e5%80%bc\/","title":{"rendered":"\u5982\u4f55\u8ba1\u7b97 r \u4e2d f \u7edf\u8ba1\u91cf\u7684 p \u503c"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">F \u68c0\u9a8c\u4ea7\u751f<strong>F \u7edf\u8ba1\u91cf\u3002<\/strong>\u8981\u67e5\u627e\u4e0e R \u4e2d\u7684 F \u7edf\u8ba1\u91cf\u5173\u8054\u7684<strong>p \u503c<\/strong>\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/span><\/p>\n<p style=\"text-align: center;\"> <span style=\"color: #000000;\"><strong>pf(fstat, df1, df2, lower.tail = FALSE)<\/strong><\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>fstat<\/strong> \u2013 f \u7edf\u8ba1\u91cf\u7684\u503c<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>df1<\/strong> \u2013 \u81ea\u7531\u5ea6 1<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>df2<\/strong> \u2013 \u81ea\u7531\u5ea6 2<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>lower.tail<\/strong> \u2013 \u662f\u5426\u8fd4\u56de\u4e0e F \u5206\u5e03\u4e0b\u5c3e\u76f8\u5173\u7684\u6982\u7387\u3002\u9ed8\u8ba4\u60c5\u51b5\u4e0b\u8fd9\u662f TRUE\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u4f8b\u5982\uff0c\u4ee5\u4e0b\u662f\u5982\u4f55\u67e5\u627e\u4e0e F \u7edf\u8ba1\u91cf 5 \u76f8\u5173\u7684 p \u503c\uff0c\u5176\u4e2d\u81ea\u7531\u5ea6 1 = 3\uff0c\u81ea\u7531\u5ea6 2 = 14\uff1a<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong>pf(5, 3, 14, lower.tail = FALSE)\n\n#[1] 0.01457807<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">F \u68c0\u9a8c\u6700\u5e38\u89c1\u7684\u7528\u9014\u4e4b\u4e00\u662f<a href=\"https:\/\/statorials.org\/cn\/\u4e86\u89e3\u56de\u5f52\u4e2d\u603b\u4f53\u663e\u7740\u6027\u7684-f-\u68c0\u9a8c\u7684\u7b80\u5355\u6307\u5357\/\" target=\"_blank\" rel=\"noopener\">\u6d4b\u8bd5\u56de\u5f52\u6a21\u578b\u7684\u6574\u4f53\u663e\u7740\u6027<\/a>\u3002\u5728\u4ee5\u4e0b\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u5c55\u793a\u5982\u4f55\u8ba1\u7b97\u56de\u5f52\u6a21\u578b\u7684 F \u7edf\u8ba1\u91cf\u7684 p \u503c\u3002<\/span><\/p>\n<h2><strong><span style=\"color: #000000;\">\u793a\u4f8b\uff1a\u6839\u636e F \u7edf\u8ba1\u91cf\u8ba1\u7b97 p \u503c<\/span><\/strong><\/h2>\n<p><span style=\"color: #000000;\">\u5047\u8bbe\u6211\u4eec\u6709\u4e00\u4e2a\u6570\u636e\u96c6\uff0c\u663e\u793a 12 \u540d\u4e0d\u540c\u5b66\u751f\u7684\u5b66\u4e60\u603b\u65f6\u6570\u3001\u53c2\u52a0\u7684\u9884\u79d1\u8003\u8bd5\u603b\u6570\u4ee5\u53ca\u671f\u672b\u8003\u8bd5\u6210\u7ee9\uff1a<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create dataset<\/span>\ndata &lt;- data.frame(study_hours = c(3, 7, 16, 14, 12, 7, 4, 19, 4, 8, 8, 3),<\/strong>\n<strong>prep_exams = c(2, 6, 5, 2, 7, 4, 4, 2, 8, 4, 1, 3),<\/strong>\n<strong>final_score = c(76, 88, 96, 90, 98, 80, 86, 89, 68, 75, 72, 76))<\/strong>\n<strong>\n<span style=\"color: #008080;\">#view first six rows of dataset<\/span>\nhead(data)\n\n# study_hours prep_exams final_score\n#1 3 2 76\n#2 7 6 88\n#3 16 5 96\n#4 14 2 90\n#5 12 7 98\n#6 7 4 80<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u7136\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528<em>\u5b66\u4e60\u65f6\u95f4<\/em>\u548c<em>\u51c6\u5907\u8003\u8bd5<\/em>\u4f5c\u4e3a\u9884\u6d4b\u53d8\u91cf\uff0c\u4f7f\u7528<em>\u6700\u7ec8\u5206\u6570<\/em>\u4f5c\u4e3a\u54cd\u5e94\u53d8\u91cf\uff0c\u5bf9\u8be5\u6570\u636e\u62df\u5408\u7ebf\u6027\u56de\u5f52\u6a21\u578b\u3002\u7136\u540e\u6211\u4eec\u53ef\u4ee5\u53ef\u89c6\u5316\u6a21\u578b\u7684\u7ed3\u679c\uff1a<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#fit regression model<\/span>\nmodel &lt;- lm(final_score ~ study_hours + prep_exams, data = data)\n\n<span style=\"color: #008080;\">#view output of the model<\/span>\nsummary(model)\n\n#Call:\n#lm(formula = final_score ~ study_hours + prep_exams, data = data)\n#\n#Residuals:\n# Min 1Q Median 3Q Max \n#-13,128 -5,319 2,168 3,458 9,341 \n#\n#Coefficients:\n#Estimate Std. Error t value Pr(&gt;|t|)    \n#(Intercept) 66,990 6,211 10,785 1.9e-06 ***\n#study_hours 1.300 0.417 3.117 0.0124 *  \n#prep_exams 1.117 1.025 1.090 0.3041    \n#---\n#Significant. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n#\n#Residual standard error: 7.327 on 9 degrees of freedom\n#Multiple R-squared: 0.5308, Adjusted R-squared: 0.4265 \n#F-statistic: 5.091 on 2 and 9 DF, p-value: 0.0332\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u5728\u7ed3\u679c\u7684\u6700\u540e\u4e00\u884c\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u6574\u4f53\u56de\u5f52\u6a21\u578b\u7684 F \u7edf\u8ba1\u91cf\u4e3a<strong>5.091<\/strong> \u3002\u6b64 F \u7edf\u8ba1\u91cf\u7684\u5206\u5b50\u6709 2 \u4e2a\u81ea\u7531\u5ea6\uff0c\u5206\u6bcd\u6709 9 \u4e2a\u81ea\u7531\u5ea6\u3002 R \u81ea\u52a8\u8ba1\u7b97\u51fa\u6b64 F \u7edf\u8ba1\u91cf\u7684 p \u503c\u4e3a<strong>0.0332<\/strong> \u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e3a\u4e86\u81ea\u5df1\u8ba1\u7b97\u7b49\u6548 p \u503c\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\uff1a<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong>pf(5.091, 2, 9, lower.tail = FALSE)\n\n#[1] 0.0331947<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u8bf7\u6ce8\u610f\uff0c\u6211\u4eec\u5f97\u5230\u4e0e\u4e0a\u9762\u7684\u7ebf\u6027\u56de\u5f52\u8f93\u51fa\u76f8\u540c\u7684\u7b54\u6848\uff08\u4f46\u663e\u793a\u66f4\u591a\u5c0f\u6570\u4f4d\uff09\u3002<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>F \u68c0\u9a8c\u4ea7\u751fF \u7edf\u8ba1\u91cf\u3002\u8981\u67e5\u627e\u4e0e R \u4e2d\u7684 F \u7edf\u8ba1\u91cf\u5173\u8054\u7684p \u503c\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\uff1a pf(fstat, d [&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-476","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - 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