{"id":473,"date":"2023-07-29T19:10:59","date_gmt":"2023-07-29T19:10:59","guid":{"rendered":"https:\/\/statorials.org\/ja\/r-%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e7%b5%b1%e8%a8%88%e9%87%8f-f-%e3%81%ae-pd-%e5%80%a4%e3%82%92%e8%a8%88%e7%ae%97%e3%81%99%e3%82%8b%e6%96%b9%e6%b3%95\/"},"modified":"2023-07-29T19:10:59","modified_gmt":"2023-07-29T19:10:59","slug":"r-%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e7%b5%b1%e8%a8%88%e9%87%8f-f-%e3%81%ae-pd-%e5%80%a4%e3%82%92%e8%a8%88%e7%ae%97%e3%81%99%e3%82%8b%e6%96%b9%e6%b3%95","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/r-%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e7%b5%b1%e8%a8%88%e9%87%8f-f-%e3%81%ae-pd-%e5%80%a4%e3%82%92%e8%a8%88%e7%ae%97%e3%81%99%e3%82%8b%e6%96%b9%e6%b3%95\/","title":{"rendered":"R \u306e f \u7d71\u8a08\u91cf\u306e p \u5024\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">F \u691c\u5b9a\u306f<strong>F \u7d71\u8a08\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/strong> R \u306e F \u7d71\u8a08\u91cf\u306b\u95a2\u9023\u4ed8\u3051\u3089\u308c\u305f<strong>p \u5024<\/strong>\u3092\u898b\u3064\u3051\u308b\u306b\u306f\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/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 \u7d71\u8a08\u91cf\u306e\u5024<\/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 F \u5206\u5e03\u306e\u4e0b\u88fe\u306b\u95a2\u9023\u4ed8\u3051\u3089\u308c\u305f\u78ba\u7387\u3092\u8fd4\u3059\u304b\u3069\u3046\u304b\u3002\u3053\u308c\u306f\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u306f TRUE \u3067\u3059\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u305f\u3068\u3048\u3070\u3001\u81ea\u7531\u5ea6 1 = 3 \u304a\u3088\u3073\u81ea\u7531\u5ea6 2 = 14 \u3067\u3001F \u7d71\u8a08\u91cf 5 \u306b\u95a2\u9023\u4ed8\u3051\u3089\u308c\u305f p \u5024\u3092\u898b\u3064\u3051\u308b\u65b9\u6cd5\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/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 \u691c\u5b9a\u306e\u6700\u3082\u4e00\u822c\u7684\u306a\u7528\u9014\u306e 1 \u3064\u306f<a href=\"https:\/\/statorials.org\/ja\/\u56de\u5e30\u306b\u304a\u3051\u308b\u5168\u4f53\u7684\u306a\u6709\u610f\u6027\u306e-f-\u691c\u5b9a\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u7c21\u5358\u306a\u30ab\u3099\u30a4\u30c8\u3099\/\" target=\"_blank\" rel=\"noopener\">\u3001\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u5168\u4f53\u7684\u306a\u6709\u610f\u6027\u3092\u691c\u5b9a\u3059\u308b<\/a>\u3053\u3068\u3067\u3059\u3002\u6b21\u306e\u4f8b\u3067\u306f\u3001\u56de\u5e30\u30e2\u30c7\u30eb\u306e F \u7d71\u8a08\u91cf\u306e p \u5024\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u307e\u3059\u3002<\/span><\/p>\n<h2><strong><span style=\"color: #000000;\">\u4f8b: F \u7d71\u8a08\u91cf\u304b\u3089\u306e p \u5024\u306e\u8a08\u7b97<\/span><\/strong><\/h2>\n<p><span style=\"color: #000000;\">12 \u4eba\u306e\u7570\u306a\u308b\u5b66\u751f\u306e\u5408\u8a08\u5b66\u7fd2\u6642\u9593\u6570\u3001\u53d7\u3051\u305f\u4e88\u5099\u8a66\u9a13\u306e\u5408\u8a08\u6570\u3001\u304a\u3088\u3073\u6700\u7d42\u8a66\u9a13\u306e\u6210\u7e3e\u3092\u793a\u3059\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u3042\u308b\u3068\u3057\u307e\u3059\u3002<\/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;\">\u6b21\u306b\u3001<em>\u5b66\u7fd2\u6642\u9593<\/em>\u3068<em>\u4e88\u5099\u8a66\u9a13\u3092<\/em>\u4e88\u6e2c\u5909\u6570\u3068\u3057\u3066\u3001<em>\u6700\u7d42\u30b9\u30b3\u30a2<\/em>\u3092\u5fdc\u7b54\u5909\u6570\u3068\u3057\u3066\u4f7f\u7528\u3057\u3066\u3001\u3053\u306e\u30c7\u30fc\u30bf\u306b\u7dda\u5f62\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u5f53\u3066\u306f\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u6b21\u306b\u3001\u30e2\u30c7\u30eb\u306e\u7d50\u679c\u3092\u8996\u899a\u5316\u3067\u304d\u307e\u3059\u3002<\/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;\">\u7d50\u679c\u306e\u6700\u5f8c\u306e\u884c\u3067\u306f\u3001\u56de\u5e30\u30e2\u30c7\u30eb\u5168\u4f53\u306e F \u7d71\u8a08\u91cf\u304c<strong>5.091<\/strong>\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u3053\u306e F \u7d71\u8a08\u91cf\u306b\u306f\u3001\u5206\u5b50\u306e\u81ea\u7531\u5ea6 2 \u3068\u5206\u6bcd\u306e\u81ea\u7531\u5ea6 9 \u304c\u3042\u308a\u307e\u3059\u3002 R \u306f\u3001\u3053\u306e F \u7d71\u8a08\u91cf\u306e p \u5024\u304c<strong>0.0332<\/strong>\u3067\u3042\u308b\u3068\u81ea\u52d5\u7684\u306b\u8a08\u7b97\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u540c\u7b49\u306e p \u5024\u3092\u81ea\u5206\u3067\u8a08\u7b97\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u30b3\u30fc\u30c9\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/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;\">\u4e0a\u8a18\u306e\u7dda\u5f62\u56de\u5e30\u51fa\u529b\u3068\u540c\u3058\u7b54\u3048\u304c\u5f97\u3089\u308c\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044 (\u305f\u3060\u3057\u3001\u5c0f\u6570\u70b9\u4ee5\u4e0b\u306e\u6841\u6570\u304c\u591a\u304f\u8868\u793a\u3055\u308c\u307e\u3059)\u3002<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>F \u691c\u5b9a\u306fF \u7d71\u8a08\u3092\u751f\u6210\u3057\u307e\u3059\u3002 R \u306e F \u7d71\u8a08\u91cf\u306b\u95a2\u9023\u4ed8\u3051\u3089\u308c\u305fp \u5024\u3092\u898b\u3064\u3051\u308b\u306b\u306f\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002 pf(fstat, df1, df2, lower.tail = FALSE) fstat \u2013 f  [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[],"class_list":["post-473","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - 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