{"id":517,"date":"2018-08-12T21:37:20","date_gmt":"2018-08-12T12:37:20","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/multiple-comparison-of-mean-with-bonferroni-type-adjustment-in-r\/"},"modified":"2024-10-13T19:42:12","modified_gmt":"2024-10-13T10:42:12","slug":"multiple-comparison-of-mean-with-bonferroni-type-adjustment-in-r","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/multiple-comparison-of-mean-with-bonferroni-type-adjustment-in-r\/","title":{"rendered":"R 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id=\"Bonferroni\u306e\u65b9\u6cd5\u3068\u306f\">\u30dc\u30f3\u30d5\u30a7\u30ed\u30fc\u30cb\u306e\u65b9\u6cd5\u3068\u306f\uff1f<\/h2>\n\n\n\n<p>\u30dc\u30f3\u30d5\u30a7\u30ed\u30fc\u30cb\u306e\u65b9\u6cd5\u3068\u306f\u3001\u6bd4\u8f03\u306e\u30da\u30a2\u6570\u3067\u6709\u610f\u6c34\u6e96\u3092\u5272\u308a\u3001\u7d71\u8a08\u5b66\u7684\u6709\u610f\u306e\u57fa\u6e96\u3092\u53b3\u3057\u304f\u3059\u308b\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u4e09\u7fa4\u3092\u7dcf\u5f53\u305f\u308a\u3067\u6bd4\u8f03\u3059\u308b\u3068\u4e09\u30da\u30a2\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30b0\u30eb\u30fc\u30d7\uff11\u3068\u30b0\u30eb\u30fc\u30d7\uff12<\/li>\n\n\n\n<li>\u30b0\u30eb\u30fc\u30d7\uff12\u3068\u30b0\u30eb\u30fc\u30d7\uff13<\/li>\n\n\n\n<li>\u30b0\u30eb\u30fc\u30d7\uff13\u3068\u30b0\u30eb\u30fc\u30d7\uff11<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u306e\u4e09\u3064\u3060\u3002<\/p>\n\n\n\n<p>\u4e8c\u7fa4\u3067\u3042\u308c\u3070\u4e00\u56de\u306e\u8a08\u7b97\u3067\u6709\u610f\u6c34\u6e965%\u306e\u3068\u3053\u308d\u3001\u4e09\u56de\u3042\u308b\u306e\u30670.05\u30923\u3067\u5272\u3063\u30660.0167\u3092\u6709\u610f\u6c34\u6e96\u306b\u3059\u308b\u3068\u3044\u3046\u306e\u304c\u30dc\u30f3\u30d5\u30a7\u30ed\u30fc\u30cb\u306e\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u4e00\u898b\u7406\u5c48\u304c\u901a\u3063\u3066\u3044\u308b\u306e\u3060\u3051\u308c\u3069\u3001\u57fa\u6e96\u304c\u53b3\u3057\u304f\u306a\u308a\u3059\u304e\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u4e09\u30da\u30a2\u306e\u6bd4\u8f03\u306f\u5b8c\u5168\u306b\u72ec\u7acb\u3067\u306f\u306a\u3044\uff08\u5c11\u3057\u95a2\u4fc2\u3042\u308b\uff09\u306e\u3067\u3001\u5168\u90e8\u306e\u30da\u30a2\u306e\u6c34\u6e96\u3092\u4e00\u5f8b\u30da\u30a2\u6570\u3067\u5272\u308b\u306e\u306f\u53b3\u3057\u3059\u304e\u308b\u3002<\/p>\n\n\n\n<p>\u305d\u3053\u3067\u8003\u3048\u3089\u308c\u305f\u306e\u304c\u30dc\u30f3\u30d5\u30a7\u30ed\u30fc\u30cb\u306e\u6539\u826f\u7248\u3060\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"Bonferroni\u306e\u6539\u826f\u7248Holm\u306e\u65b9\u6cd5Hochberg\u306e\u65b9\u6cd5\">\u30dc\u30f3\u30d5\u30a7\u30ed\u30fc\u30cb\u306e\u6539\u826f\u7248\u3001\u30db\u30eb\u30e0\u306e\u65b9\u6cd5\u3001\u30db\u30c3\u30af\u30d0\u30fc\u30b0\u306e\u65b9\u6cd5<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"Holm\u306e\u65b9\u6cd5\u3068\u306f\">\u30db\u30eb\u30e0\u306e\u65b9\u6cd5\u3068\u306f\uff1f<\/h3>\n\n\n\n<p> \u30db\u30eb\u30e0\uff08Holm\uff09 \u306f\u30dc\u30f3\u30d5\u30a7\u30ed\u30fc\u30cb\u306e\u53b3\u3057\u3059\u304e\u308b\u554f\u984c\u70b9\u3092\u3001\u3060\u3093\u3060\u3093\u306b\u7de9\u304f\u3057\u3066\u3044\u304f\u65b9\u6cd5\u3067\u89e3\u6c7a\u3059\u308b\u63d0\u6848\u3092\u3057\u305f\u3002<\/p>\n\n\n\n<p>P\u5024\u3092\u5c0f\u3055\u3044\u9806\u306b\u306a\u3089\u3079\u3066\u3001\u3082\u3063\u3068\u3082\u5c0f\u3055\u3044p\u5024\u306f\u6700\u3082\u5c0f\u3055\u3044\u6709\u610f\u6c34\u6e96\u3068\u6bd4\u8f03\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u3060\u3093\u3060\u3093\u306b\u6709\u610f\u6c34\u6e96\u306f\u5927\u304d\u304f\u3057\u3066\u3044\u3063\u3066\u3001\u6700\u7d42\u7684\u306b\u306f0.05\u3068\u6bd4\u8f03\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u4e09\u30da\u30a2\u306e\u6bd4\u8f03\u3067\u3042\u308c\u3070\u3001\u3082\u3063\u3068\u3082\u5c0f\u3055\u3044p\u5024\u30920.05\u00f73\uff1d0.0167\u3068\u6bd4\u8f03\u3057\u3001\u4e8c\u756a\u76ee\u306b\u5c0f\u3055\u3044p\u5024\u306f0.05\u00f72\uff1d0.025\u3068\u6bd4\u8f03\u3059\u308b\u3002\u6700\u3082\u5927\u304d\u3044P\u5024\u306f0.05\u3068\u6bd4\u8f03\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u6bd4\u8f03\u3059\u308b\u6c34\u6e96\u3088\u308a\u3082\u5927\u304d\u3044p\u5024\u306b\u306a\u3063\u305f\u6642\u70b9\u3067\u6bd4\u8f03\u306f\u7d42\u4e86\u3059\u308b\u3002<\/p>\n\n\n\n<p>R\u3067\u306f\u3001\u4f8b\u3048\u3070\u4e09\u30da\u30a2\u306a\u3089\u3001\u3082\u3063\u3068\u3082\u5c0f\u3055\u3044p\u5024\u30923\u500d\u3001\u6b21\u30922\u500d\u3001\u6700\u3082\u5927\u304d\u3044p\u5024\u306f\u305d\u306e\u307e\u307e\u3068\u3044\u3046\u98a8\u306b\u3057\u3066\u3001\u3059\u3079\u3066\u30920.05\u3068\u6bd4\u8f03\u3059\u308b\u5f62\u5f0f\u3092\u3068\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u304c\u30db\u30eb\u30e0\u306e\u65b9\u6cd5\u3060\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"Hochberg\u306e\u65b9\u6cd5\u3068\u306f\">\u30db\u30c3\u30af\u30d0\u30fc\u30b0\u306e\u65b9\u6cd5\u3068\u306f\uff1f<\/h3>\n\n\n\n<p>\u30db\u30c3\u30af\u30d0\u30fc\u30b0\uff08Hochberg\uff09\u306e\u65b9\u6cd5\u306f\u3001\u30db\u30eb\u30e0\u306e\u65b9\u6cd5\u3088\u308a\u3082\u691c\u51fa\u529b\u304c\u9ad8\u3044\u65b9\u6cd5\u3067\u3001\u7d71\u8a08\u5b66\u7684\u6709\u610f\u306a\u5dee\u3092\u3088\u308a\u3088\u304f\u691c\u51fa\u3057\u3066\u304f\u308c\u308b\u3002<\/p>\n\n\n\n<p>\u30db\u30eb\u30e0\u306e\u65b9\u6cd5\u3068\u306f\u9006\u306b\u3001\u5927\u304d\u3044p\u5024\u304b\u3089\u6709\u610f\u6c34\u6e96\u3068\u6bd4\u8f03\u3057\u3066\u3044\u304f\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u4e09\u30da\u30a2\u3042\u3063\u305f\u3068\u3059\u308b\u3068\u3001\u4e00\u756a\u5927\u304d\u3044p\u5024\u30920.05\u3068\u6bd4\u8f03\u3057\u3001\u4e8c\u756a\u76ee\u306b\u5927\u304d\u3044p\u5024\u30920.05\u00f72\uff1d0.025\u3068\u6bd4\u8f03\u3057\u3001\u4e00\u756a\u5c0f\u3055\u3044p\u5024\u30920.05\u00f73\uff1d0.0167\u3068\u6bd4\u8f03\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u3069\u3053\u304b\u3067\u6709\u610f\u6c34\u6e96\u3092\u4e0b\u56de\u3063\u305f\u3089\u3001\u305d\u308c\u4ee5\u4e0a\u306f\u6bd4\u8f03\u3057\u306a\u3044\u3002<\/p>\n\n\n\n<p>\u3064\u307e\u308a\u3001\u4e00\u756a\u5927\u304d\u3044p\u5024\u304c0.05\u3092\u4e0b\u56de\u3063\u305f\u3089\u3001\u305d\u308c\u4ee5\u5916\u306f\u3059\u3079\u3066\u7d71\u8a08\u5b66\u7684\u6709\u610f\u3068\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u9006\u306b\u4e0a\u56de\u3063\u305f\u3089\u3001\u4e8c\u756a\u76ee\u306eP\u5024\u30680.05\u00f72\u3068\u6bd4\u8f03\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u4e8c\u756a\u76ee\u30670.025\u00f72\u3088\u308a\u4e0b\u56de\u3063\u305f\u3089\u3001\u4e09\u756a\u76ee\u3092\u898b\u305a\u3057\u3066\u3001\u4e8c\u756a\u76ee\u306e\u30da\u30a2\u3001\u4e09\u756a\u76ee\u306e\u30da\u30a2\u306f\u3068\u3082\u306b\u6709\u610f\u3068\u3057\u3066\u7d42\u4e86\u3002<\/p>\n\n\n\n<p>R\u3067\u306f\u3001\u5927\u304d\u3044P\u5024\u304b\u30891\u500d\u30012\u500d\u30013\u500d\u3068\u3057\u3066\u30010.05\u3068\u6bd4\u8f03\u3059\u308c\u3070\u3044\u3044\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<div id=\"biost-1768940326\" class=\"biost- biost-entity-placement\"><p style=\"text-align: center;\"><span style=\"font-size: 20px;\"><strong><a href=\"https:\/\/best-biostatistics.com\/kmhl\">\uff1e\uff1e\u3082\u3046\u7d71\u8a08\u3067\u60a9\u3080\u306e\u306f\u7d42\u308f\u308a\u306b\u3057\u307e\u305b\u3093\u304b\uff1f\u00a0<\/a><\/strong><\/span><\/p>\r\n<a href=\"https:\/\/best-biostatistics.com\/kmhl\"><img class=\"aligncenter wp-image-2794 size-full\" src=\"https:\/\/best-biostatistics.com\/wp\/wp-content\/uploads\/2023\/11\/bn_r_03.png\" alt=\"\" width=\"500\" height=\"327\" \/><\/a>\r\n<p style=\"text-align: center;\"><span style=\"color: #ff0000; font-size: 20px;\"><strong><span class=\"marker2\">\u21911\u4e07\u4eba\u4ee5\u4e0a\u306e\u533b\u7642\u5f93\u4e8b\u8005\u304c\u8cfc\u8aad\u4e2d<\/span><\/strong><\/span><\/p><\/div><h2 class=\"wp-block-heading\" id=\"R\u3067Bonferroni\u578b\u306eP\u5024\u8abf\u6574\u3092\u5b9f\u969b\u306b\u3084\u3063\u3066\u307f\u308b\">R\u3067\u30dc\u30f3\u30d5\u30a7\u30ed\u30fc\u30cb\u578b\u306eP\u5024\u8abf\u6574\u3092\u5b9f\u969b\u306b\u3084\u3063\u3066\u307f\u308b<\/h2>\n\n\n\n<p>R\u3067\u5b9f\u969b\u306b\u3084\u3063\u3066\u307f\u308b\u3002<\/p>\n\n\n\n<p>warpbreaks\u3068\u3044\u3046\u30c7\u30fc\u30bf\u3092\u4f7f\u3046\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u3067\u3082\u4f7f\u7528\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2018\/08\/boxplot_example_warpbreak-1-300x300.png\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/best-biostatistics.com\/toukei-er\/entry\/dunnett-test-in-r\/\">R \u3067\u30c0\u30cd\u30c3\u30c8\u691c\u5b9a\u3092\u884c\u3046\u65b9\u6cd5<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u30c0\u30cd\u30c3\u30c8\u691c\u5b9a\u306f\u3001\u6bd4\u8f03\u5bfe\u7167\u7fa4\u3068\u3044\u304f\u3064\u304b\u306e\u5b9f\u9a13\u7fa4\u3092\u591a\u91cd\u6bd4\u8f03\u3059\u308b\u65b9\u6cd5\u3002 R\u3067\u30c0\u30cd\u30c3\u30c8\u691c\u5b9a\u3092\u3059\u308b\u306b\u306f\u3069\u3046\u3057\u305f\u3089\u3088\u3044\u304b\uff1f R\u3067\u30c0\u30cd\u30c3\u30c8\u691c\u5b9a\u3092\u3059\u308b\u306b\u306f\uff1f \u307e\u305amultcomp\u30d1\u30c3\u30b1\u30fc&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2018\/08\/boxplot_example_warpbreak-300x300.png\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/best-biostatistics.com\/toukei-er\/entry\/how-to-do-tukey-test\/\">R \u3067\u30c1\u30e5\u30fc\u30ad\u30fc\u691c\u5b9a\u3092\u884c\u3046\u65b9\u6cd5<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">Tukey HSD\u691c\u5b9a\u3092R\u3067\u884c\u3046\u65b9\u6cd5\u306e\u89e3\u8aac\u3002 Tukey HSD\u691c\u5b9a\u3092R\u3067\u884c\u3046\u65b9\u6cd5 aov()\u3068TukeyHSD()\u3068\u3044\u3046\u4e8c\u3064\u306e\u95a2\u6570\u3092\u4f7f\u3046\u3002 \u30c0\u30cd\u30c3\u30c8\u691c\u5b9a\u306e\u3068\u304d\u3068\u540c\u3058\u3088\u3046\u306b\u3001\u4f8b\u3068\u3057\u3066warpbreaks\u3068&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n\n\n\n\n<p>pairwise.t.test()\u3068\u3044\u3046\u95a2\u6570\u3092\u4f7f\u3046\u3002<\/p>\n\n\n\n<p>\u7b49\u5206\u6563\u304b\u3069\u3046\u304b\u3092\u6c17\u306b\u3057\u306a\u304f\u3066\u3044\u3044\u3088\u3046\u306b\u3001\u30d7\u30fc\u30eb\u3057\u305f\u5206\u6563\u3092\u4f7f\u308f\u306a\u3044\u8a2d\u5b9a\u3067\u8a08\u7b97\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u5206\u6563\u3092\u30d7\u30fc\u30eb\u3059\u308b\u306b\u306f\u3001\u5206\u6563\u304c\u5927\u4f53\u540c\u3058\u3067\u3042\u308b\u3068\u3044\u3046\u524d\u63d0\u304c\u5fc5\u8981\u3060\u3002<\/p>\n\n\n\n<p>\u305d\u308c\u3092\u8003\u3048\u306a\u304f\u3066\u3044\u3044\u3088\u3046\u306b\u30d7\u30fc\u30eb\u3057\u305f\u5206\u6563\u3092\u4f7f\u308f\u306a\u3044\u8a2d\u5b9a\u3067\u3044\u304f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"R\u3067\u4e8c\u7fa4\u6bd4\u8f03\u306e\u7e70\u308a\u8fd4\u3057\u3092\u3059\u308b\u3068\u3069\u3046\u306a\u308b\">R\u3067\u4e8c\u7fa4\u6bd4\u8f03\u306e\u7e70\u308a\u8fd4\u3057\u3092\u3059\u308b\u3068\u3069\u3046\u306a\u308b\uff1f<\/h3>\n\n\n\n<p>\u591a\u91cd\u6bd4\u8f03\u3092\u3059\u308b\u524d\u306b\u3001\u4e8c\u7fa4\u6bd4\u8f03\u3092\u7e70\u308a\u8fd4\u3057\u3066\u3084\u3063\u3066\u307f\u308b\u3002<\/p>\n\n\n\n<p>pariwise.t.test()\u3092\u4f7f\u3063\u3066\u3001p\u5024\u306e\u8abf\u6574\u3092\u306a\u3057\u306b\u3059\u308b\u3068\u3001\u4e8c\u7fa4\u6bd4\u8f03\u3092\u7e70\u308a\u8fd4\u3057\u305f\u6642\u306ep\u5024\u304c\u8a08\u7b97\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>L\u3068H\u306fp\u5024 0.0023<\/li>\n\n\n\n<li>L\u3068M\u306fp\u5024 0.0325<\/li>\n\n\n\n<li>H\u3068M\u306fp\u5024 0.1146 <\/li>\n<\/ul>\n\n\n\n<p>L\u3068M\u3001L\u3068H\u306f\u3068\u3082\u306b\u6709\u610f\u6c34\u6e965%\u3067\u7d71\u8a08\u5b66\u7684\u6709\u610f\u306b\u898b\u3048\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"synStatement\">><\/span> <span class=\"synIdentifier\">with<\/span><span class=\"synSpecial\">(<\/span>warpbreaks<span class=\"synSpecial\">,<\/span> <span class=\"synSpecial\">(<\/span><span class=\"synIdentifier\">pairwise.t.test<\/span><span class=\"synSpecial\">(<\/span>breaks<span class=\"synSpecial\">,<\/span> tension<span class=\"synSpecial\">,<\/span> pool.sd<span class=\"synStatement\">=<\/span><span class=\"synConstant\">F<\/span><span class=\"synSpecial\">,<\/span> p.adj<span class=\"synStatement\">=<\/span><span class=\"synConstant\">\"none\"<\/span><span class=\"synSpecial\">)))<\/span>\nPairwise comparisons using t tests with non<span class=\"synStatement\">-<\/span>pooled SD\ndata<span class=\"synSpecial\">:<\/span>  breaks and tension\n  L      M\nM <span class=\"synConstant\">0.0325<\/span> <span class=\"synStatement\">-<\/span>\nH <span class=\"synConstant\">0.0023<\/span> <span class=\"synConstant\">0.1146<\/span>\nP value adjustment method<span class=\"synSpecial\">:<\/span> none\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"R\u3067Bonferroni\u306e\u65b9\u6cd5\u3092\u884c\u3046\u3068\u3069\u3046\u306a\u308b\u304b\">R\u3067\u30dc\u30f3\u30d5\u30a7\u30ed\u30fc\u30cb\u306e\u65b9\u6cd5\u3092\u884c\u3046\u3068\u3069\u3046\u306a\u308b\u304b\uff1f<\/h3>\n\n\n\n<p>\u3059\u3079\u3066\u306ep\u5024\u304c3\u500d\u3055\u308c\u3066\u51fa\u529b\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>LH\u9593\u3060\u3051\u6709\u610f\u3068\u306a\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>L\u3068H\u306fp\u5024 $ 0.0023 \\times 3 = 0.007 $<\/li>\n\n\n\n<li>L\u3068M\u306fp\u5024 $ 0.0325 \\times 3 = 0.098 $<\/li>\n\n\n\n<li>H\u3068M\u306fp\u5024 $ 0.1146 \\times 3 = 0.344 $<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"synStatement\">><\/span> <span class=\"synIdentifier\">with<\/span><span class=\"synSpecial\">(<\/span>warpbreaks<span class=\"synSpecial\">,<\/span> <span class=\"synSpecial\">(<\/span><span class=\"synIdentifier\">pairwise.t.test<\/span><span class=\"synSpecial\">(<\/span>breaks<span class=\"synSpecial\">,<\/span> tension<span class=\"synSpecial\">,<\/span> pool.sd<span class=\"synStatement\">=<\/span><span class=\"synConstant\">F<\/span><span class=\"synSpecial\">,<\/span> p.adj<span class=\"synStatement\">=<\/span><span class=\"synConstant\">\"bonferroni\"<\/span><span class=\"synSpecial\">)))<\/span>\nPairwise comparisons using t tests with non<span class=\"synStatement\">-<\/span>pooled SD\ndata<span class=\"synSpecial\">:<\/span>  breaks and tension\n  L     M\nM <span class=\"synConstant\">0.098<\/span> <span class=\"synStatement\">-<\/span>\nH <span class=\"synConstant\">0.007<\/span> <span class=\"synConstant\">0.344<\/span>\nP value adjustment method<span class=\"synSpecial\">:<\/span> bonferroni\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"R\u3067Holm\u306e\u65b9\u6cd5\u3092\u884c\u3046\u3068\u3069\u3046\u306a\u308b\u304b\">R\u3067\u30db\u30eb\u30e0\u306e\u65b9\u6cd5\u3092\u884c\u3046\u3068\u3069\u3046\u306a\u308b\u304b\uff1f<\/h3>\n\n\n\n<p>\u3053\u3061\u3089\u3082LH\u9593\u3060\u3051\u6709\u610f\u3002<\/p>\n\n\n\n<p>LH\u9593\u3060\u3051\u304c\u7d71\u8a08\u5b66\u7684\u6709\u610f\u306b\u7570\u306a\u308b\u3068\u3044\u3046\u7d50\u679c\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<p>LM\u9593\u306f0.05\u3092\u4e0a\u56de\u3063\u305f\u306e\u3067\u3001\u3053\u306e\u6642\u70b9\u3067\u6709\u610f\u6c34\u6e96\u3068\u306e\u6bd4\u8f03\u306f\u7d42\u4e86\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001\u30dc\u30f3\u30d5\u30a7\u30ed\u30fc\u30cb\u306e\u65b9\u6cd5\u3088\u308a\u3082LM\u9593\u306f\u60dc\u3057\u3044\u7d50\u679c\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u304c\u30dc\u30f3\u30d5\u30a7\u30ed\u30fc\u30cb\u306e\u65b9\u6cd5\u307b\u3069\u53b3\u3057\u304f\u306a\u3044\u3086\u3048\u3093\u3060\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>L\u3068H\u306fp\u5024 3\u500d $0.0023 \\times 3 =0.007 $<\/li>\n\n\n\n<li>L\u3068M\u306fp\u5024 2\u500d $ 0.0325 \\times 2 = 0.065 $<\/li>\n\n\n\n<li>H\u3068M\u306fp\u5024 1\u500d $ 0.1146 \\times 1 = 0.1145 $<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"synStatement\">><\/span> <span class=\"synIdentifier\">with<\/span><span class=\"synSpecial\">(<\/span>warpbreaks<span class=\"synSpecial\">,<\/span> <span class=\"synSpecial\">(<\/span><span class=\"synIdentifier\">pairwise.t.test<\/span><span class=\"synSpecial\">(<\/span>breaks<span class=\"synSpecial\">,<\/span> tension<span class=\"synSpecial\">,<\/span> pool.sd<span class=\"synStatement\">=<\/span><span class=\"synConstant\">F<\/span><span class=\"synSpecial\">)))<\/span>\nPairwise comparisons using t tests with non<span class=\"synStatement\">-<\/span>pooled SD\ndata<span class=\"synSpecial\">:<\/span>  breaks and tension\n  L     M\nM <span class=\"synConstant\">0.065<\/span> <span class=\"synStatement\">-<\/span>\nH <span class=\"synConstant\">0.007<\/span> <span class=\"synConstant\">0.115<\/span>\nP value adjustment method<span class=\"synSpecial\">:<\/span> holm\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"R\u3067Hochberg\u306e\u65b9\u6cd5\u3092\u884c\u3046\u3068\u3069\u3046\u306a\u308b\">R\u3067\u30db\u30c3\u30af\u30d0\u30fc\u30b0\u306e\u65b9\u6cd5\u3092\u884c\u3046\u3068\u3069\u3046\u306a\u308b\uff1f<\/h3>\n\n\n\n<p>HM\u9593\u306f0.05\u3092\u4e0a\u56de\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u6b21\u306b\u5927\u304d\u3044p\u5024\u306eLM\u9593\u306b\u79fb\u308a\u3001LM\u9593\u306ep\u5024\u306f2\u500d\u3055\u308c\u3066\u30010.05\u3088\u308a\u5927\u304d\u3044\u306e\u3067\u3001\u6700\u5f8c\u306bLH\u9593\u306b\u79fb\u308b\u3002<\/p>\n\n\n\n<p>LH\u9593\u306f3\u500d\u3055\u308c\u3066\u30820.007\u3067\u3001\u521d\u3081\u30660.05\u3092\u4e0b\u56de\u308a\u3001LH\u9593\u3060\u3051\u304c\u7d71\u8a08\u5b66\u7684\u6709\u610f\u306a\u5dee\u304c\u3042\u308b\u3068\u3044\u3046\u7d50\u679c\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>H\u3068M\u306fp\u5024 1\u500d $ 0.1146 \\times 1 = 0.115 $<\/li>\n\n\n\n<li>L\u3068M\u306fp\u5024 2\u500d $ 0.0325 \\times 2 = 0.065 $<\/li>\n\n\n\n<li>L\u3068H\u306fp\u5024 3\u500d $ 0.0023 \\times 3 = 0.007 $<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"synStatement\">><\/span> <span class=\"synIdentifier\">with<\/span><span class=\"synSpecial\">(<\/span>warpbreaks<span class=\"synSpecial\">,<\/span> <span class=\"synSpecial\">(<\/span><span class=\"synIdentifier\">pairwise.t.test<\/span><span class=\"synSpecial\">(<\/span>breaks<span class=\"synSpecial\">,<\/span> tension<span class=\"synSpecial\">,<\/span> pool.sd<span class=\"synStatement\">=<\/span><span class=\"synConstant\">F<\/span><span class=\"synSpecial\">,<\/span> p.adj<span class=\"synStatement\">=<\/span><span class=\"synConstant\">\"hochberg\"<\/span><span class=\"synSpecial\">)))<\/span>\nPairwise comparisons using t tests with non<span class=\"synStatement\">-<\/span>pooled SD\ndata<span class=\"synSpecial\">:<\/span>  breaks and tension\n  L     M\nM <span class=\"synConstant\">0.065<\/span> <span class=\"synStatement\">-<\/span>\nH <span class=\"synConstant\">0.007<\/span> <span class=\"synConstant\">0.115<\/span>\nP value adjustment method<span class=\"synSpecial\">:<\/span> hochberg\n<\/code><\/pre>\n\n\n\n<p>\u3082\u3057\u3082\u4e09\u756a\u76ee\u306ep\u5024\u304c3\u500d\u3059\u308b\u30680.05\u3092\u8d85\u3048\u3066\u3057\u307e\u3063\u3066\u3044\u3066\u3082\u3001\u4e8c\u756a\u76ee\u306ep\u5024\u304c2\u500d\u30670.05\u3092\u4e0b\u56de\u3063\u3066\u3044\u308c\u3070\u3001\u4e8c\u756a\u76ee\u3001\u4e09\u756a\u76ee\u306ep\u5024\u3068\u3082\u306b\u7d71\u8a08\u5b66\u7684\u6709\u610f\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u70b9\u304c\u30db\u30c3\u30af\u30d0\u30fc\u30b0\u306e\u65b9\u6cd5\u304c\u691c\u51fa\u529b\u304c\u9ad8\u3044\u3086\u3048\u3093\u3060\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>R\u3067\u30dc\u30f3\u30d5\u30a7\u30ed\u30fc\u30cbi\u8abf\u6574\u3092\u884c\u3046\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u4e8c\u7fa4\u306e\u6bd4\u8f03\u3092\u30a6\u30a7\u30eb\u30c1\u306e\u65b9\u6cd5\u3067\u884c\u3044\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c0f\u3055\u3044p\u5024\u306b\u30da\u30a2\u6570\u3092\u304b\u3051\u3066\u3001\u3060\u3093\u3060\u3093\u57fa\u6e96\u3092\u7de9\u3081\u3066\u3044\u304f\u306e\u304c\u30db\u30eb\u30e0\u306e\u65b9\u6cd5\u3002<\/li>\n\n\n\n<li>\u5927\u304d\u3044p\u5024\u304b\u3089\u3060\u3093\u3060\u3093\u57fa\u6e96\u3092\u304d\u3064\u304f\u3057\u3066\u3044\u304f\u306e\u304c\u30db\u30c3\u30af\u30d0\u30fc\u30b0\u306e\u65b9\u6cd5\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30db\u30eb\u30e0\u3088\u308a\u691c\u51fa\u529b\u304c\u9ad8\u3044\u30db\u30c3\u30af\u30d0\u30fc\u30b0\u306e\u65b9\u6cd5\u304c\u304a\u3059\u3059\u3081\u3002<\/p>\n\n\n\n<p>\u3044\u305a\u308c\u306e\u65b9\u6cd5\u3082R\u306a\u3089\u7c21\u5358\u306b\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"EZR\u3067\u591a\u91cd\u6bd4\u8f03\u7121\u6599\u7d71\u8a08\u30bd\u30d5\u30c8EZR\u3067\u7c21\u5358\u7d71\u8a08\u52d5\u753b\">EZR\u3067\u591a\u91cd\u6bd4\u8f03\u3010\u7121\u6599\u7d71\u8a08\u30bd\u30d5\u30c8EZR\u3067\u7c21\u5358\u7d71\u8a08\u3011\u3010\u52d5\u753b\u3011<\/h2>\n\n\n\n<p>EZR\u306a\u3089\u3001R\u3092\u7c21\u5358\u306b\u4f7f\u3048\u308b\u3002<\/p>\n\n\n\n<p><iframe width=\"560\" height=\"315\" src=\"https:\/\/www.youtube.com\/embed\/ixy3hM1sMsY?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen=\"allowfullscreen\" title=\"EZR\u3067\u591a\u91cd\u6bd4\u8f03\u3010\u7121\u6599\u7d71\u8a08\u30bd\u30d5\u30c8EZR\u3067\u7c21\u5358\u7d71\u8a08\u3011\"><\/iframe><cite class=\"hatena-citation\"><a href=\"https:\/\/youtu.be\/ixy3hM1sMsY\">youtu.be<\/a><\/cite><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u53c2\u8003\u66f8\u7c4d\">\u53c2\u8003\u66f8\u7c4d<\/h2>\n\n\n\n<p>\u4e39\u5f8c\u4fca\u90ce\u8457\u3000\u7121\u4f5c\u70ba\u5316\u6bd4\u8f03\u8a66\u9a13\u3000\u671d\u5009\u66f8\u5e97<br>7 \u8907\u6570\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306e\u8a55\u4fa1<\/p>\n\n\n\n<div class=\"hatena-asin-detail\"><a href=\"https:\/\/www.amazon.co.jp\/dp\/4254127553?tag=ttyotani-22&amp;linkCode=ogi&amp;th=1&amp;psc=1\" class=\"hatena-asin-detail-image-link\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/m.media-amazon.com\/images\/I\/51C4pn-Uy+L._SL500_.jpg\" class=\"hatena-asin-detail-image\" alt=\"\u533b\u5b66\u7d71\u8a08\u5b66\u30b7\u30ea\u30fc\u30ba 5\" title=\"\u533b\u5b66\u7d71\u8a08\u5b66\u30b7\u30ea\u30fc\u30ba 5\"><\/a>\n<div class=\"hatena-asin-detail-info\">\n<p class=\"hatena-asin-detail-title\"><a href=\"https:\/\/www.amazon.co.jp\/dp\/4254127553?tag=ttyotani-22&amp;linkCode=ogi&amp;th=1&amp;psc=1\" target=\"_blank\" rel=\"noopener\">\u533b\u5b66\u7d71\u8a08\u5b66\u30b7\u30ea\u30fc\u30ba 5<\/a><\/p>\n<ul class=\"hatena-asin-detail-meta\">\n<li>\u671d\u5009\u66f8\u5e97<\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.amazon.co.jp\/dp\/4254127553?tag=ttyotani-22&amp;linkCode=ogi&amp;th=1&amp;psc=1\" class=\"asin-detail-buy\" target=\"_blank\" rel=\"noopener\">Amazon<\/a><\/p>\n<\/div>\n<\/div>\n\n\n\n<figure class=\"wp-block-image\"><a class=\"hatena-asin-detail-image-link\" href=\"https:\/\/www.amazon.co.jp\/dp\/4254128819?tag=ttyotani-22&amp;linkCode=ogi&amp;th=1&amp;psc=1\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/m.media-amazon.com\/images\/I\/4186QT-wWkL._SL500_.jpg\" alt=\"\u65b0\u7248 \u7121\u4f5c\u70ba\u5316\u6bd4\u8f03\u8a66\u9a13 \u2015\u30c7\u30b6\u30a4\u30f3\u3068\u7d71\u8a08\u89e3\u6790\u2015 (\u533b\u5b66\u7d71\u8a08\u5b66\u30b7\u30ea\u30fc\u30ba5)\" title=\"\u65b0\u7248 \u7121\u4f5c\u70ba\u5316\u6bd4\u8f03\u8a66\u9a13 \u2015\u30c7\u30b6\u30a4\u30f3\u3068\u7d71\u8a08\u89e3\u6790\u2015 (\u533b\u5b66\u7d71\u8a08\u5b66\u30b7\u30ea\u30fc\u30ba5)\"\/><\/a><\/figure>\n\n\n\n<div class=\"hatena-asin-detail\"><\/div>\n\n\n\n<div class=\"hatena-asin-detail-info\">\n<p class=\"hatena-asin-detail-title\"><a href=\"https:\/\/www.amazon.co.jp\/dp\/4254128819?tag=ttyotani-22&amp;linkCode=ogi&amp;th=1&amp;psc=1\" target=\"_blank\" rel=\"noopener\">\u65b0\u7248 \u7121\u4f5c\u70ba\u5316\u6bd4\u8f03\u8a66\u9a13 \u2015\u30c7\u30b6\u30a4\u30f3\u3068\u7d71\u8a08\u89e3\u6790\u2015 (\u533b\u5b66\u7d71\u8a08\u5b66\u30b7\u30ea\u30fc\u30ba5)<\/a><\/p>\n<ul class=\"hatena-asin-detail-meta\">\n<li><span class=\"hatena-asin-detail-label\">\u4f5c\u8005:<\/span><a href=\"https:\/\/d.hatena.ne.jp\/keyword\/%C3%B0%B8%E5%20%BD%D3%CF%BA\" class=\"keyword\">\u4e39\u5f8c \u4fca\u90ce<\/a><\/li>\n<li>\u671d\u5009\u66f8\u5e97<\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.amazon.co.jp\/dp\/4254128819?tag=ttyotani-22&amp;linkCode=ogi&amp;th=1&amp;psc=1\" class=\"asin-detail-buy\" target=\"_blank\" rel=\"noopener\">Amazon<\/a><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u691c\u8a3c\u8a66\u9a13\u306b\u304a\u3044\u3066\u3001\u4e09\u7fa4\u4ee5\u4e0a\u306e\u5e73\u5747\u5024\u3092\u6bd4\u8f03\u3057\u305f\u3044\u3068\u304d\u306b\u3001\u5358\u7d14\u306b\u4e8c\u7fa4\u6bd4\u8f03\u3092\u7e70\u308a\u8fd4\u3059\u3068\u6709\u610f\u6c34\u6e96\u304c\u7518\u304f\u306a\u308b\u3002 \u6709\u610f\u6c34\u6e96\u306e\u8abf\u6574\u306b\u3088\u3063\u3066\u7c21\u5358\u306b\u51e6\u7406\u3059\u308b\u65b9\u6cd5\u304c\u30dc\u30f3\u30d5\u30a7\u30ed\u30fc\u30cb \uff08Bonferroni\uff09\u306e\u65b9\u6cd5\u3068\u305d\u306e\u9032\u5316\u7248\u3060\u3002 R\u3067\u30dc\u30f3\u30d5\u30a7 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":false,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[4,5,49],"tags":[],"class_list":["post-517","post","type-post","status-publish","format-standard","hentry","category-ezr","category-r","category-49"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/517","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/comments?post=517"}],"version-history":[{"count":4,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/517\/revisions"}],"predecessor-version":[{"id":2827,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/517\/revisions\/2827"}],"wp:attachment":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media?parent=517"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/categories?post=517"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/tags?post=517"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}