{"id":2709,"date":"2023-07-21T01:34:05","date_gmt":"2023-07-21T01:34:05","guid":{"rendered":"https:\/\/statorials.org\/ja\/prz-%e3%83%ad%e3%82%b7%e3%82%99%e3%82%b9%e3%83%86%e3%82%a3%e3%83%83%e3%82%af%e5%9b%9e%e5%b8%b0%e5%87%ba%e5%8a%9b-r-%e3%82%92%e8%a7%a3%e9%87%88%e3%81%99%e3%82%8b\/"},"modified":"2023-07-21T01:34:05","modified_gmt":"2023-07-21T01:34:05","slug":"prz-%e3%83%ad%e3%82%b7%e3%82%99%e3%82%b9%e3%83%86%e3%82%a3%e3%83%83%e3%82%af%e5%9b%9e%e5%b8%b0%e5%87%ba%e5%8a%9b-r-%e3%82%92%e8%a7%a3%e9%87%88%e3%81%99%e3%82%8b","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/prz-%e3%83%ad%e3%82%b7%e3%82%99%e3%82%b9%e3%83%86%e3%82%a3%e3%83%83%e3%82%af%e5%9b%9e%e5%b8%b0%e5%87%ba%e5%8a%9b-r-%e3%82%92%e8%a7%a3%e9%87%88%e3%81%99%e3%82%8b\/","title":{"rendered":"R \u306e\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u51fa\u529b\u3067 pr(&gt;|z|) \u3092\u89e3\u91c8\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">R \u3067\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u304c\u6b21\u306e\u5f62\u5f0f\u3067\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\">Coefficients:\n              Estimate Std. Error z value Pr(&gt;|z|)  \n(Intercept) -17.638452 9.165482 -1.924 0.0543 .\navailable -0.004153 0.006621 -0.627 0.5305  \ndrat 4.879396 2.268115 2.151 0.0315 * \n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>Pr(&gt;|z|)<\/strong>\u5217\u306f\u3001 <strong>z \u5024<\/strong>\u5217\u306e\u5024\u306b\u95a2\u9023\u4ed8\u3051\u3089\u308c\u305f p \u5024\u3092\u8868\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">p \u5024\u304c\u7279\u5b9a\u306e\u6709\u610f\u6c34\u6e96 (\u4f8b: \u03b1 = 0.05) \u3092\u4e0b\u56de\u3063\u3066\u3044\u308b\u5834\u5408\u3001\u3053\u308c\u306f\u3001\u4e88\u6e2c\u5909\u6570\u304c\u30e2\u30c7\u30eb\u5185\u306e<a href=\"https:\/\/statorials.org\/ja\/\u5909\u6570\u306e\u8aac\u660e\u5fdc\u7b54\/\" target=\"_blank\" rel=\"noopener\">\u5fdc\u7b54\u5909\u6570<\/a>\u3068\u7d71\u8a08\u7684\u306b\u6709\u610f\u306a\u95a2\u4fc2\u304c\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u4f8b\u306f\u3001\u5b9f\u969b\u306b\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u306e Pr(&gt;|z|) \u5217\u306e\u5024\u3092\u89e3\u91c8\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b: Pr(&gt;|z|) \u5024\u3092\u89e3\u91c8\u3059\u308b\u65b9\u6cd5<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001\u7d44\u307f\u8fbc\u307f\u306e<strong>mtcars<\/strong>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3057\u3066 R \u3067<a href=\"https:\/\/statorials.org\/ja\/\u30ed\u30b7\u3099\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30-1\/\" target=\"_blank\" rel=\"noopener\">\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u3092<\/a>\u8fd1\u4f3c\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008080;\">#fit logistic regression model\n<\/span>model &lt;- glm(am ~ disp + drat, data=mtcars, family=binomial)\n\n<span style=\"color: #008080;\">#view model summary\n<\/span>summary(model)\n\nCall:\nglm(formula = am ~ disp + drat, family = binomial, data = mtcars)\n\nDeviance Residuals: \n    Min 1Q Median 3Q Max  \n-1.5773 -0.2273 -0.1155 0.5196 1.8957  \n\nCoefficients:\n              Estimate Std. Error z value Pr(&gt;|z|)  \n(Intercept) -17.638452 9.165482 -1.924 0.0543 .\navailable -0.004153 0.006621 -0.627 0.5305  \ndrat 4.879396 2.268115 2.151 0.0315 *\n---\nSignificant. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n\n(Dispersion parameter for binomial family taken to be 1)\n\n    Null deviance: 43,230 on 31 degrees of freedom\nResidual deviance: 21,268 on 29 degrees of freedom\nAIC: 27,268\n\nNumber of Fisher Scoring iterations: 6<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">Pr(&gt;|z|) \u5217\u306e\u5024\u3092\u89e3\u91c8\u3059\u308b\u65b9\u6cd5\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u4e88\u6e2c\u5b50\u5909\u6570\u300cdisp\u300d\u306e p \u5024\u306f<strong>0.5305<\/strong>\u3067\u3059\u3002\u3053\u306e\u5024\u306f 0.05 \u4ee5\u4e0a\u3067\u3042\u308b\u305f\u3081\u3001\u30e2\u30c7\u30eb\u5185\u306e\u5fdc\u7b54\u5909\u6570\u3068\u7d71\u8a08\u7684\u306b\u6709\u610f\u306a\u95a2\u4fc2\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/span><\/li>\n<li><span style=\"color: #000000;\">\u4e88\u6e2c\u5b50\u5909\u6570\u300cdrat\u300d\u306e p \u5024\u306f<strong>0.0315<\/strong>\u3067\u3059\u3002\u3053\u306e\u5024\u306f 0.05 \u672a\u6e80\u3067\u3042\u308b\u305f\u3081\u3001\u30e2\u30c7\u30eb\u5185\u306e\u5fdc\u7b54\u5909\u6570\u3068\u7d71\u8a08\u7684\u306b\u6709\u610f\u306a\u95a2\u4fc2\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u4fc2\u6570\u30c6\u30fc\u30d6\u30eb\u306e\u4e0b\u306e<a href=\"https:\/\/statorials.org\/ja\/r\u306e\u30b3\u30fc\u30c8\u3099\u306e\u610f\u5473\/\" target=\"_blank\" rel=\"noopener\">\u6709\u610f\u6027\u30b3\u30fc\u30c9\u306f\u3001<\/a> p \u5024 0.0315 \u306e\u96a3\u306b\u3042\u308b\u5358\u4e00\u306e\u30a2\u30b9\u30bf\u30ea\u30b9\u30af (*) \u304c\u3001p \u5024\u304c \u03b1 = 0.05 \u3067\u7d71\u8a08\u7684\u306b\u6709\u610f\u3067\u3042\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Pr(&gt;|z|) \u306f\u3069\u306e\u3088\u3046\u306b\u8a08\u7b97\u3055\u308c\u307e\u3059\u304b?<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Pr(&gt;|z|) \u306e\u5024\u304c\u5b9f\u969b\u306b\u8a08\u7b97\u3055\u308c\u308b\u65b9\u6cd5\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u30b9\u30c6\u30c3\u30d7 1: Z \u5024\u3092\u8a08\u7b97\u3059\u308b<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u307e\u305a\u3001\u6b21\u306e\u5f0f\u3092\u4f7f\u7528\u3057\u3066<strong>Z \u5024<\/strong>\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>z \u5024<\/strong>= \u63a8\u5b9a\u5024 \/ \u6a19\u6e96\u5024\u30a8\u30e9\u30fc<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u305f\u3068\u3048\u3070\u3001\u4e88\u6e2c\u5b50\u5909\u6570\u300cdrat\u300d\u306e Z \u5024\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate z-value<\/span>\n4.879396 \/ <span style=\"color: #000000;\">2.268115<\/span>\n\n[1] 2.151\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\"><strong>\u30b9\u30c6\u30c3\u30d7 2: p \u5024\u3092\u8a08\u7b97\u3059\u308b<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306b\u3001\u4e21\u5074 p \u5024\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u6b63\u898f\u5206\u5e03\u306e\u7d76\u5bfe\u5024\u304c 2.151 \u3088\u308a\u5927\u304d\u3044\u304b\u3001-2.151 \u3088\u308a\u5c0f\u3055\u3044\u78ba\u7387\u3092\u8868\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">R \u3067\u6b21\u306e\u5f0f\u3092\u4f7f\u7528\u3057\u3066\u3001\u3053\u306e\u5024\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>p \u5024<\/strong>= 2 * (1-pnorm(z \u5024))<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u305f\u3068\u3048\u3070\u3001Z \u5024 2.151 \u306e\u4e21\u5074 p \u5024\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008080;\">#calculate p-value<\/span>\n2*(1-pnorm(2.151))\n\n[1] 0.0314762\n<\/strong><\/span><\/pre>\n<p><span style=\"color: #000000;\">\u3053\u306e p \u5024\u306f\u3001\u4e0a\u8a18\u306e\u56de\u5e30\u51fa\u529b\u306e p \u5024\u3068\u4e00\u81f4\u3059\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001R \u3067\u3055\u307e\u3056\u307e\u306a\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u5f53\u3066\u306f\u3081\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> R \u3067\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<br \/><a href=\"https:\/\/statorials.org\/ja\/r-\u3066\u3099\u306e\u5358\u7d14\u306a\u7dda\u5f62\u56de\u5e30\/\" target=\"_blank\" rel=\"noopener\">R \u3067\u5358\u7d14\u306a\u7dda\u5f62\u56de\u5e30\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u91cd\u7dda\u5f62\u56de\u5e30r\/\" target=\"_blank\" rel=\"noopener\">R \u3067\u91cd\u56de\u5e30\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>R \u3067\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u304c\u6b21\u306e\u5f62\u5f0f\u3067\u8868\u793a\u3055\u308c\u307e\u3059\u3002 Coefficients: Estimate Std. Error z value Pr(&gt;|z|) (Intercept) -17 [&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-2709","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>R \u306e\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u51fa\u529b\u3067 Pr(&gt;|z|) \u3092\u89e3\u91c8\u3059\u308b\u65b9\u6cd5 - \u7d71\u8a08<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001R \u3067\u306e\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u51fa\u529b\u306e Pr(&gt;|z|) \u5024\u3092\u89e3\u91c8\u3059\u308b\u65b9\u6cd5\u3092\u4f8b\u3092\u6319\u3052\u3066\u8aac\u660e\u3057\u307e\u3059\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\/ja\/prz-\u30ed\u30b7\u3099\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u51fa\u529b-r-\u3092\u89e3\u91c8\u3059\u308b\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"R \u306e\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u51fa\u529b\u3067 Pr(&gt;|z|) \u3092\u89e3\u91c8\u3059\u308b\u65b9\u6cd5 - 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