{"id":1095,"date":"2023-07-27T16:32:06","date_gmt":"2023-07-27T16:32:06","guid":{"rendered":"https:\/\/statorials.org\/ja\/r-%e3%81%b8%e3%81%ae%e3%83%9b%e3%82%99%e3%83%83%e3%82%af%e3%82%b9-cox-%e5%a4%89%e6%8f%9b\/"},"modified":"2023-07-27T16:32:06","modified_gmt":"2023-07-27T16:32:06","slug":"r-%e3%81%b8%e3%81%ae%e3%83%9b%e3%82%99%e3%83%83%e3%82%af%e3%82%b9-cox-%e5%a4%89%e6%8f%9b","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/r-%e3%81%b8%e3%81%ae%e3%83%9b%e3%82%99%e3%83%83%e3%82%af%e3%82%b9-cox-%e5%a4%89%e6%8f%9b\/","title":{"rendered":"R \u3067\u30dc\u30c3\u30af\u30b9-\u30b3\u30c3\u30af\u30b9\u5909\u63db\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 (\u4f8b\u4ed8\u304d)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u30dc\u30c3\u30af\u30b9 \u30b3\u30c3\u30af\u30b9\u5909\u63db\u306f\u3001<\/strong>\u975e\u6b63\u898f\u5206\u5e03\u306e\u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u3092\u3088\u308a<a href=\"https:\/\/statorials.org\/ja\/\u6b63\u898f\u5206\u5e03-1\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u6b63\u898f\u5206\u5e03\u306e<\/a>\u30bb\u30c3\u30c8\u306b\u5909\u63db\u3059\u308b\u305f\u3081\u306b\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u65b9\u6cd5\u306e\u57fa\u672c\u7684\u306a\u8003\u3048\u65b9\u306f\u3001\u6b21\u306e\u5f0f\u3092\u4f7f\u7528\u3057\u3066\u3001\u5909\u63db\u3055\u308c\u305f\u30c7\u30fc\u30bf\u304c\u3067\u304d\u308b\u3060\u3051\u6b63\u898f\u5206\u5e03\u306b\u8fd1\u3065\u304f\u3088\u3046\u306a \u03bb \u306e\u5024\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u3067\u3059\u3002<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">y(\u03bb) = (y <sup>\u03bb<\/sup> \u2013 1) \/ \u03bb (y \u2260 0 \u306e\u5834\u5408)<\/span><\/li>\n<li> <span style=\"color: #000000;\">y = 0\u306e\u5834\u5408\u3001y(\u03bb) = log(y)<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><strong>MASS()<\/strong>\u30e9\u30a4\u30d6\u30e9\u30ea\u306e<strong>boxcox()<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001R \u3067 box-cox \u5909\u63db\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/span><span style=\"color: #000000;\">\u6b21\u306e\u4f8b\u306f\u3001\u3053\u306e\u95a2\u6570\u3092\u5b9f\u969b\u306b\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p> <em><span style=\"color: #000000;\">Box-Cox \u5909\u63db\u306e\u958b\u767a\u306b\u95a2\u3059\u308b\u512a\u308c\u305f\u6982\u8981\u306b\u3064\u3044\u3066\u306f\u3001\u30b3\u30cd\u30c1\u30ab\u30c3\u30c8\u5927\u5b66\u306e<a href=\"https:\/\/www.ime.usp.br\/~abe\/lista\/pdfm9cJKUmFZp.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">\u3053\u306e\u8a18\u4e8b<\/a>\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span><\/em><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b: R \u3067\u306e\u30dc\u30c3\u30af\u30b9-\u30b3\u30c3\u30af\u30b9\u5909\u63db<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001\u7dda\u5f62\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u8fd1\u4f3c\u3057\u3001 <strong>boxcox()<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u6700\u9069\u306a\u30e9\u30e0\u30c0\u3092\u898b\u3064\u3051\u3066<a href=\"https:\/\/statorials.org\/ja\/\u5909\u6570\u306e\u8aac\u660e\u5fdc\u7b54\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u5fdc\u7b54\u5909\u6570<\/a>\u3092\u5909\u63db\u3057\u3001\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u3092\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;\"> <strong><span style=\"color: #993300;\">library<\/span> (MASS)\n\n<span style=\"color: #008080;\">#create data<\/span>\ny=c(1, 1, 1, 2, 2, 2, 2, 2, 2, 3, 3, 3, 6, 7, 8)\nx=c(7, 7, 8, 3, 2, 4, 4, 6, 6, 7, 5, 3, 3, 5, 8)\n\n<span style=\"color: #008080;\">#fit linear regression model<\/span>\nmodel &lt;- lm(y~x)\n\n<span style=\"color: #008080;\">#find optimal lambda for Box-Cox transformation<\/span> \nbc &lt;- boxcox(y ~ x)\n(lambda &lt;- bc$x[which.max(bc$y)])\n\n[1] -0.4242424\n\n<span style=\"color: #008080;\">#fit new linear regression model using the Box-Cox transformation<\/span>\nnew_model &lt;- lm(((y^lambda-1)\/lambda) ~ x)\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u6700\u9069\u306a\u30e9\u30e0\u30c0\u306f<strong>-0.4242424<\/strong>\u3067\u3042\u308b\u3053\u3068\u304c\u5224\u660e\u3057\u307e\u3057\u305f\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u65b0\u3057\u3044\u56de\u5e30\u30e2\u30c7\u30eb\u306f\u3001\u5143\u306e\u5fdc\u7b54\u5909\u6570 y \u3092\u5909\u6570 y = (y <sup>-0.4242424<\/sup> \u2013 1) \/ -0.4242424 \u306b\u7f6e\u304d\u63db\u3048\u307e\u3057\u305f\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001R \u3067 2 \u3064\u306e<a href=\"https:\/\/statorials.org\/ja\/\u8ab0\u304b\u304b\u3099\u8208\u5473\u3092\u305d\u305d\u308b\/\" target=\"_blank\" rel=\"noopener noreferrer\">QQ \u30d7\u30ed\u30c3\u30c8<\/a>\u3092\u4f5c\u6210\u3057\u30012 \u3064\u306e\u56de\u5e30\u30e2\u30c7\u30eb\u9593\u306e\u6b8b\u5dee\u306e\u9055\u3044\u3092\u8996\u899a\u5316\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define plotting area<\/span>\nop &lt;- par(pty = \"s\", mfrow = c(1, 2))\n\n<span style=\"color: #008080;\">#QQ plot for original model<\/span>\nqqnorm(model$residuals)\nqqline(model$residuals)\n\n<span style=\"color: #008080;\">#QQ plot for Box-Cox transformed model<\/span>\nqqnorm(new_model$residuals)\nqqline(new_model$residuals)\n\n<span style=\"color: #008080;\">#display both QQ plots<\/span>\nby(op)\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11193 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/boitecoxr1.png\" alt=\"R \u306e Box-Cox \u306b\u3088\u3063\u3066\u5909\u63db\u3055\u308c\u305f QQ \u5730\u5f62\" width=\"501\" height=\"301\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u4e00\u822c\u306b\u3001\u30c7\u30fc\u30bf \u30dd\u30a4\u30f3\u30c8\u304c QQ \u30d7\u30ed\u30c3\u30c8\u306e\u76f4\u7dda\u306e\u5bfe\u89d2\u7dda\u306b\u6cbf\u3063\u3066\u914d\u7f6e\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u3001\u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u306f\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3046\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u30dc\u30c3\u30af\u30b9\u30b3\u30c3\u30af\u30b9\u5909\u63db\u30e2\u30c7\u30eb\u304c\u5143\u306e\u56de\u5e30\u30e2\u30c7\u30eb\u3088\u308a\u3082\u306f\u308b\u304b\u306b\u76f4\u7dda\u7684\u306a QQ \u30d7\u30ed\u30c3\u30c8\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u306b\u6ce8\u76ee\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u308c\u306f\u3001\u30dc\u30c3\u30af\u30b9-\u30b3\u30c3\u30af\u30b9\u5909\u63db\u30e2\u30c7\u30eb\u306e\u6b8b\u5dee\u304c\u3088\u308a\u6b63\u898f\u5206\u5e03\u3057\u3066\u304a\u308a\u3001 <a href=\"https:\/\/statorials.org\/ja\/\u7dda\u5f62\u56de\u5e30\u306e\u4eee\u5b9a\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u7dda\u5f62\u56de\u5e30\u306e\u4eee\u5b9a<\/a>\u306e 1 \u3064\u3092\u6e80\u305f\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/span><\/h3>\n<p><a href=\"https:\/\/statorials.org\/ja\/\u30c6\u3099\u30fc\u30bf\u3092r\u306b\u5909\u63db\u3059\u308b\/\" target=\"_blank\" rel=\"noopener noreferrer\">R \u3067\u30c7\u30fc\u30bf\u3092\u5909\u63db\u3059\u308b\u65b9\u6cd5 (\u5bfe\u6570\u3001\u5e73\u65b9\u6839\u3001\u7acb\u65b9\u6839)<\/a><br \/> <a href=\"https:\/\/statorials.org\/ja\/\u8ab0\u304b\u304b\u3099\u8208\u5473\u3092\u305d\u305d\u308b\/\" target=\"_blank\" rel=\"noopener noreferrer\">R \u3067 QQ \u30d7\u30ed\u30c3\u30c8\u3092\u4f5c\u6210\u3057\u3066\u89e3\u91c8\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u30b7\u30e3\u30d2\u309a\u30ed\u30fb\u30a6\u30a3\u30eb\u30af\u30fb\u30c6\u30b9\u30c8r\/\">R \u3067\u6b63\u898f\u6027\u306b\u3064\u3044\u3066 Shapiro-Wilk \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30dc\u30c3\u30af\u30b9 \u30b3\u30c3\u30af\u30b9\u5909\u63db\u306f\u3001\u975e\u6b63\u898f\u5206\u5e03\u306e\u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u3092\u3088\u308a\u6b63\u898f\u5206\u5e03\u306e\u30bb\u30c3\u30c8\u306b\u5909\u63db\u3059\u308b\u305f\u3081\u306b\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u65b9\u6cd5\u3067\u3059\u3002 \u3053\u306e\u65b9\u6cd5\u306e\u57fa\u672c\u7684\u306a\u8003\u3048\u65b9\u306f\u3001\u6b21\u306e\u5f0f\u3092\u4f7f\u7528\u3057\u3066\u3001\u5909\u63db\u3055\u308c\u305f\u30c7\u30fc\u30bf\u304c\u3067\u304d\u308b\u3060\u3051\u6b63\u898f\u5206\u5e03\u306b\u8fd1\u3065\u304f\u3088\u3046\u306a \u03bb [&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-1095","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 \u3067\u30dc\u30c3\u30af\u30b9-\u30b3\u30c3\u30af\u30b9\u5909\u63db\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 (\u4f8b\u4ed8\u304d)<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001R \u3067 Box-Cox \u5909\u63db\u3092\u5b9f\u884c\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\/r-\u3078\u306e\u30db\u3099\u30c3\u30af\u30b9-cox-\u5909\u63db\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"R \u3067\u30dc\u30c3\u30af\u30b9-\u30b3\u30c3\u30af\u30b9\u5909\u63db\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 (\u4f8b\u4ed8\u304d)\" \/>\n<meta property=\"og:description\" content=\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001R \u3067 Box-Cox \u5909\u63db\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u3092\u4f8b\u3092\u6319\u3052\u3066\u8aac\u660e\u3057\u307e\u3059\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/ja\/r-\u3078\u306e\u30db\u3099\u30c3\u30af\u30b9-cox-\u5909\u63db\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-27T16:32:06+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/boitecoxr1.png\" \/>\n<meta name=\"author\" content=\"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/ja\/r-%e3%81%b8%e3%81%ae%e3%83%9b%e3%82%99%e3%83%83%e3%82%af%e3%82%b9-cox-%e5%a4%89%e6%8f%9b\/\",\"url\":\"https:\/\/statorials.org\/ja\/r-%e3%81%b8%e3%81%ae%e3%83%9b%e3%82%99%e3%83%83%e3%82%af%e3%82%b9-cox-%e5%a4%89%e6%8f%9b\/\",\"name\":\"R \u3067\u30dc\u30c3\u30af\u30b9-\u30b3\u30c3\u30af\u30b9\u5909\u63db\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 (\u4f8b\u4ed8\u304d)\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/ja\/#website\"},\"datePublished\":\"2023-07-27T16:32:06+00:00\",\"dateModified\":\"2023-07-27T16:32:06+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/ja\/#\/schema\/person\/86b92d2dd87368b26360d19d9c6a5d83\"},\"description\":\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001R \u3067 Box-Cox \u5909\u63db\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u3092\u4f8b\u3092\u6319\u3052\u3066\u8aac\u660e\u3057\u307e\u3059\u3002\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/ja\/r-%e3%81%b8%e3%81%ae%e3%83%9b%e3%82%99%e3%83%83%e3%82%af%e3%82%b9-cox-%e5%a4%89%e6%8f%9b\/#breadcrumb\"},\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/ja\/r-%e3%81%b8%e3%81%ae%e3%83%9b%e3%82%99%e3%83%83%e3%82%af%e3%82%b9-cox-%e5%a4%89%e6%8f%9b\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/ja\/r-%e3%81%b8%e3%81%ae%e3%83%9b%e3%82%99%e3%83%83%e3%82%af%e3%82%b9-cox-%e5%a4%89%e6%8f%9b\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u5bb6\",\"item\":\"https:\/\/statorials.org\/ja\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"R \u3067\u30dc\u30c3\u30af\u30b9-\u30b3\u30c3\u30af\u30b9\u5909\u63db\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 (\u4f8b\u4ed8\u304d)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/ja\/#website\",\"url\":\"https:\/\/statorials.org\/ja\/\",\"name\":\"Statorials\",\"description\":\"\u7d71\u8a08\u80fd\u529b\u3078\u306e\u30ac\u30a4\u30c9\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/ja\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"ja\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/ja\/#\/schema\/person\/86b92d2dd87368b26360d19d9c6a5d83\",\"name\":\"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/statorials.org\/ja\/#\/schema\/person\/image\/\",\"url\":\"http:\/\/statorials.org\/ja\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"http:\/\/statorials.org\/ja\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb\"},\"description\":\"\u79c1\u306f\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u3067\u3059\u3002\u9000\u8077\u3057\u305f\u7d71\u8a08\u6559\u6388\u304b\u3089\u3001\u5c02\u4efb\u306e Statorials \u6559\u80b2\u8005\u306b\u306a\u308a\u307e\u3057\u305f\u3002 \u7d71\u8a08\u5206\u91ce\u306b\u304a\u3051\u308b\u8c4a\u5bcc\u306a\u7d4c\u9a13\u3068\u5c02\u9580\u77e5\u8b58\u3092\u6d3b\u304b\u3057\u3066\u3001\u79c1\u306f Statorials \u3092\u901a\u3058\u3066\u5b66\u751f\u306b\u529b\u3092\u4e0e\u3048\u308b\u305f\u3081\u306b\u81ea\u5206\u306e\u77e5\u8b58\u3092\u5171\u6709\u3059\u308b\u3053\u3068\u306b\u5c3d\u529b\u3057\u3066\u3044\u307e\u3059\u3002\u3082\u3063\u3068\u77e5\u308b\",\"sameAs\":[\"http:\/\/statorials.org\/ja\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"R \u3067\u30dc\u30c3\u30af\u30b9-\u30b3\u30c3\u30af\u30b9\u5909\u63db\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 (\u4f8b\u4ed8\u304d)","description":"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001R \u3067 Box-Cox \u5909\u63db\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u3092\u4f8b\u3092\u6319\u3052\u3066\u8aac\u660e\u3057\u307e\u3059\u3002","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statorials.org\/ja\/r-\u3078\u306e\u30db\u3099\u30c3\u30af\u30b9-cox-\u5909\u63db\/","og_locale":"ja_JP","og_type":"article","og_title":"R \u3067\u30dc\u30c3\u30af\u30b9-\u30b3\u30c3\u30af\u30b9\u5909\u63db\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 (\u4f8b\u4ed8\u304d)","og_description":"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001R \u3067 Box-Cox \u5909\u63db\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u3092\u4f8b\u3092\u6319\u3052\u3066\u8aac\u660e\u3057\u307e\u3059\u3002","og_url":"https:\/\/statorials.org\/ja\/r-\u3078\u306e\u30db\u3099\u30c3\u30af\u30b9-cox-\u5909\u63db\/","og_site_name":"Statorials","article_published_time":"2023-07-27T16:32:06+00:00","og_image":[{"url":"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/boitecoxr1.png"}],"author":"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb","twitter_card":"summary_large_image","twitter_misc":{"\u57f7\u7b46\u8005":"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb","\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593":"1\u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/ja\/r-%e3%81%b8%e3%81%ae%e3%83%9b%e3%82%99%e3%83%83%e3%82%af%e3%82%b9-cox-%e5%a4%89%e6%8f%9b\/","url":"https:\/\/statorials.org\/ja\/r-%e3%81%b8%e3%81%ae%e3%83%9b%e3%82%99%e3%83%83%e3%82%af%e3%82%b9-cox-%e5%a4%89%e6%8f%9b\/","name":"R \u3067\u30dc\u30c3\u30af\u30b9-\u30b3\u30c3\u30af\u30b9\u5909\u63db\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 (\u4f8b\u4ed8\u304d)","isPartOf":{"@id":"https:\/\/statorials.org\/ja\/#website"},"datePublished":"2023-07-27T16:32:06+00:00","dateModified":"2023-07-27T16:32:06+00:00","author":{"@id":"https:\/\/statorials.org\/ja\/#\/schema\/person\/86b92d2dd87368b26360d19d9c6a5d83"},"description":"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001R \u3067 Box-Cox \u5909\u63db\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u3092\u4f8b\u3092\u6319\u3052\u3066\u8aac\u660e\u3057\u307e\u3059\u3002","breadcrumb":{"@id":"https:\/\/statorials.org\/ja\/r-%e3%81%b8%e3%81%ae%e3%83%9b%e3%82%99%e3%83%83%e3%82%af%e3%82%b9-cox-%e5%a4%89%e6%8f%9b\/#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/ja\/r-%e3%81%b8%e3%81%ae%e3%83%9b%e3%82%99%e3%83%83%e3%82%af%e3%82%b9-cox-%e5%a4%89%e6%8f%9b\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/ja\/r-%e3%81%b8%e3%81%ae%e3%83%9b%e3%82%99%e3%83%83%e3%82%af%e3%82%b9-cox-%e5%a4%89%e6%8f%9b\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u5bb6","item":"https:\/\/statorials.org\/ja\/"},{"@type":"ListItem","position":2,"name":"R \u3067\u30dc\u30c3\u30af\u30b9-\u30b3\u30c3\u30af\u30b9\u5909\u63db\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5 (\u4f8b\u4ed8\u304d)"}]},{"@type":"WebSite","@id":"https:\/\/statorials.org\/ja\/#website","url":"https:\/\/statorials.org\/ja\/","name":"Statorials","description":"\u7d71\u8a08\u80fd\u529b\u3078\u306e\u30ac\u30a4\u30c9","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/statorials.org\/ja\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"ja"},{"@type":"Person","@id":"https:\/\/statorials.org\/ja\/#\/schema\/person\/86b92d2dd87368b26360d19d9c6a5d83","name":"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb","image":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/statorials.org\/ja\/#\/schema\/person\/image\/","url":"http:\/\/statorials.org\/ja\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","contentUrl":"http:\/\/statorials.org\/ja\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","caption":"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb"},"description":"\u79c1\u306f\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u3067\u3059\u3002\u9000\u8077\u3057\u305f\u7d71\u8a08\u6559\u6388\u304b\u3089\u3001\u5c02\u4efb\u306e Statorials \u6559\u80b2\u8005\u306b\u306a\u308a\u307e\u3057\u305f\u3002 \u7d71\u8a08\u5206\u91ce\u306b\u304a\u3051\u308b\u8c4a\u5bcc\u306a\u7d4c\u9a13\u3068\u5c02\u9580\u77e5\u8b58\u3092\u6d3b\u304b\u3057\u3066\u3001\u79c1\u306f Statorials \u3092\u901a\u3058\u3066\u5b66\u751f\u306b\u529b\u3092\u4e0e\u3048\u308b\u305f\u3081\u306b\u81ea\u5206\u306e\u77e5\u8b58\u3092\u5171\u6709\u3059\u308b\u3053\u3068\u306b\u5c3d\u529b\u3057\u3066\u3044\u307e\u3059\u3002\u3082\u3063\u3068\u77e5\u308b","sameAs":["http:\/\/statorials.org\/ja"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/posts\/1095","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/comments?post=1095"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/posts\/1095\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/media?parent=1095"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/categories?post=1095"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/tags?post=1095"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}