{"id":102,"date":"2023-06-14T21:54:12","date_gmt":"2023-06-14T12:54:12","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/poisson-regression-in-ezr\/"},"modified":"2025-01-18T00:01:10","modified_gmt":"2025-01-17T15:01:10","slug":"poisson-regression-in-ezr","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/poisson-regression-in-ezr\/","title":{"rendered":"EZR \u3067\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u5206\u6790\u3092\u884c\u3046\u65b9\u6cd5"},"content":{"rendered":"\n<p>\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u3092 EZR \u3067\u884c\u3046\u65b9\u6cd5\u306e\u89e3\u8aac<\/p>\n\n\n\n<!--more-->\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u30dd\u30a2\u30bd\u30f3\u5206\u5e03\u3068\u306f\">\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u30fb\u30dd\u30a2\u30bd\u30f3\u5206\u5e03\u3068\u306f<\/h2>\n\n\n\n<p>\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u3068\u306f\u3001\u307e\u308c\u306b\u3057\u304b\u8d77\u3053\u3089\u306a\u3044\u73fe\u8c61\u3092\u6570\u3048\u305f\u30ab\u30a6\u30f3\u30c8\u30c7\u30fc\u30bf\u3092\u76ee\u7684\u5909\u6570\u306b\u3057\u305f\u56de\u5e30\u5206\u6790\u306e\u3053\u3068<\/p>\n\n\n\n<p>\u30ab\u30a6\u30f3\u30c8\u30c7\u30fc\u30bf\u304c\u30dd\u30a2\u30bd\u30f3\u5206\u5e03\u306b\u5f93\u3046\u3068\u4eee\u5b9a\u3057\u3066\u3044\u308b<\/p>\n\n\n\n<p>\u5e73\u5747 $ \\lambda $ \u56de\u8d77\u3053\u308b\u4e8b\u8c61\u304c\u3001$ X $ \u56de\u8d77\u3053\u308b\u78ba\u7387\u5206\u5e03\u304c\u30dd\u30a2\u30bd\u30f3\u5206\u5e03\u3067\u3042\u308b<\/p>\n\n\n\n<p>\u305d\u306e\u3068\u304d\u306b\u3001\u3042\u308b\u4e8b\u8c61\u304c $ k $ \u56de\u8d77\u3053\u308b\u78ba\u7387 $ P(X = k) $ \u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u66f8\u3051\u308b<\/p>\n\n\n\n<p class=\"has-text-align-center\">$$ \\displaystyle P(X = k) = \\frac{e^{-\\lambda} \\lambda^k}{k!} $$<\/p>\n\n\n\n\n\n\n\n<p>\u4f8b\u3048\u3070\u3001$ \\lambda = 3 $, $ k = 0, 1, 2, \\cdots, 10 $ \u306e\u3068\u304d\u306e\u30b0\u30e9\u30d5\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"640\" height=\"640\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230614214212.png\" alt=\"\" class=\"wp-image-975\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230614214212.png 640w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230614214212-300x300.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230614214212-150x150.png 150w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u4e0a\u8a18\u30b0\u30e9\u30d5\u306e R \u30b9\u30af\u30ea\u30d7\u30c8\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"synComment\">### Graph of Poisson Distribution<\/span>\nlambda <span class=\"synStatement\">&lt;-<\/span> <span class=\"synConstant\">3<\/span>\nk <span class=\"synStatement\">&lt;-<\/span> <span class=\"synConstant\">0<\/span><span class=\"synSpecial\">:<\/span><span class=\"synConstant\">10<\/span>\nP <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">exp<\/span><span class=\"synSpecial\">(<\/span><span class=\"synStatement\">-<\/span>lambda<span class=\"synSpecial\">)<\/span><span class=\"synStatement\">*<\/span>lambda<span class=\"synStatement\">^<\/span>k <span class=\"synStatement\">\/<\/span> <span class=\"synIdentifier\">factorial<\/span><span class=\"synSpecial\">(<\/span>k<span class=\"synSpecial\">)<\/span>\n<span class=\"synIdentifier\">plot<\/span><span class=\"synSpecial\">(<\/span>k<span class=\"synSpecial\">,<\/span> P<span class=\"synSpecial\">,<\/span> type<span class=\"synStatement\">=<\/span><span class=\"synConstant\">'h'<\/span><span class=\"synSpecial\">)<\/span>\n<span class=\"synPreProc\">library<\/span><span class=\"synSpecial\">(<\/span>ggplot2<span class=\"synSpecial\">)<\/span>\n<span class=\"synIdentifier\">ggplot<\/span><span class=\"synSpecial\">(<\/span>data<span class=\"synStatement\">=<\/span><span class=\"synType\">data.frame<\/span><span class=\"synSpecial\">(<\/span>k<span class=\"synSpecial\">,<\/span>P<span class=\"synSpecial\">),<\/span> <span class=\"synIdentifier\">aes<\/span><span class=\"synSpecial\">(<\/span>x<span class=\"synStatement\">=<\/span>k<span class=\"synSpecial\">,<\/span> y<span class=\"synStatement\">=<\/span>P<span class=\"synSpecial\">))<\/span><span class=\"synStatement\">+<\/span>\n<span class=\"synIdentifier\">geom_point<\/span><span class=\"synSpecial\">(<\/span>size<span class=\"synStatement\">=<\/span><span class=\"synConstant\">3<\/span><span class=\"synSpecial\">)<\/span>\n<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\">\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f<\/h2>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u30b5\u30a4\u30c8\u304b\u3089\u3001data3a.csv \u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b<\/p>\n\n\n\n<p><a href=\"https:\/\/kuboweb.github.io\/-kubo\/ce\/IwanamiBook.html\">\u751f\u614b\u5b66\u30c7\u30fc\u30bf\u89e3\u6790 &#8211; \u672c\/\u30c7\u30fc\u30bf\u89e3\u6790\u306e\u305f\u3081\u306e\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u5165\u9580<\/a><\/p>\n\n\n\n<p>CSV \u3092\u8aad\u307f\u8fbc\u3080\u30e1\u30cb\u30e5\u30fc\u3092\u4f7f\u3063\u3066\u3001\u8aad\u307f\u8fbc\u307f<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"870\" height=\"781\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527164921.png\" alt=\"\" class=\"wp-image-976\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527164921.png 870w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527164921-300x269.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527164921-768x689.png 768w\" sizes=\"(max-width: 870px) 100vw, 870px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>data3a \u3068\u3044\u3046\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u540d\u306b\u3057\u3066\u3001\u8aad\u307f\u8fbc\u3080<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"551\" height=\"644\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527165051.png\" alt=\"\" class=\"wp-image-977\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527165051.png 551w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527165051-257x300.png 257w\" sizes=\"(max-width: 551px) 100vw, 551px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u30ab\u30a6\u30f3\u30c8\u30c7\u30fc\u30bf\u306e\u30a2\u30a6\u30c8\u30ab\u30e0 y \u3068\u3001\u9023\u7d9a\u30c7\u30fc\u30bf\u306e x\u3001\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\u306e f \u306e 3 \u3064\u306e\u30c7\u30fc\u30bf\u542b\u307e\u308c\u308b\u3053\u3068\u304c\u308f\u304b\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"560\" height=\"186\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527170422.png\" alt=\"\" class=\"wp-image-978\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527170422.png 560w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527170422-300x100.png 300w\" sizes=\"(max-width: 560px) 100vw, 560px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>f \u304c\u3001chr\uff08\u6587\u5b57\u578b\uff09\u3067\u8a8d\u8b58\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u56e0\u5b50\u578b\u306b\u5909\u66f4\u3057\u3066\u304a\u304f<\/p>\n\n\n\n<p>\u3059\u3079\u3066\u306e\u6587\u5b57\u5909\u6570\u3092\u56e0\u5b50\u306b\u5909\u63db \u30e1\u30cb\u30e5\u30fc\u3092\u4f7f\u3063\u3066\u3001\u5909\u63db\u3059\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"839\" height=\"544\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527165504.png\" alt=\"\" class=\"wp-image-979\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527165504.png 839w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527165504-300x195.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527165504-768x498.png 768w\" sizes=\"(max-width: 839px) 100vw, 839px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>Factor \u3068\u3044\u3046\u8868\u8a18\u306b\u5909\u308f\u3063\u305f<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"672\" height=\"171\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527165629.png\" alt=\"\" class=\"wp-image-980\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527165629.png 672w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527165629-300x76.png 300w\" sizes=\"(max-width: 672px) 100vw, 672px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\u306f\u3001\u3053\u306e\u56e0\u5b50\u578b\u3067\u306a\u3044\u3068\u3001\u7d71\u8a08\u89e3\u6790\u306b\u4f7f\u3048\u306a\u3044\u306e\u3067\u6ce8\u610f<\/p>\n\n\n\n<div id=\"biost-3722024820\" 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=\"\u30c7\u30fc\u30bf\u306e\u56f3\u793a\">\u30c7\u30fc\u30bf\u306e\u56f3\u793a<\/h2>\n\n\n\n<p>\u30b0\u30e9\u30d5\u3068\u8868\u306e\u6563\u5e03\u56f3\u30e1\u30cb\u30e5\u30fc\u3092\u4f7f\u3063\u3066\u3001f \u306e\u7fa4\u5225\u306e\u6563\u5e03\u56f3\u3092\u66f8\u3044\u3066\u307f\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"722\" height=\"691\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527170138.png\" alt=\"\" class=\"wp-image-981\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527170138.png 722w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527170138-300x287.png 300w\" sizes=\"(max-width: 722px) 100vw, 722px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u4eca\u56de\u306f\u3001\u7dda\u5f62\u56de\u5e30\u5206\u6790\u3067\u306f\u306a\u3044\u306e\u3067\u3001\u56de\u5e30\u76f4\u7dda\u306b\u76ee\u3092\u596a\u308f\u308c\u306a\u3044\u305f\u3081\u306b\u3001\u6700\u5c0f 2 \u4e57\u76f4\u7dda\uff08\u56de\u5e30\u76f4\u7dda\uff09\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u306f\u5916\u3057\u3066\u304a\u304f\u307b\u3046\u304c\u3088\u3044<\/p>\n\n\n\n<p>\u6563\u5e03\u56f3\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3060<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"672\" height=\"672\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527170323.png\" alt=\"\" class=\"wp-image-982\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527170323.png 672w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527170323-300x300.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527170323-150x150.png 150w\" sizes=\"(max-width: 672px) 100vw, 672px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u306e\u3042\u3066\u306f\u3081\u9023\u7d9a\u30c7\u30fc\u30bf\">\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u306e\u3042\u3066\u306f\u3081\uff08\u9023\u7d9a\u30c7\u30fc\u30bf\uff09<\/h2>\n\n\n\n<p>\u3053\u306e\u30c7\u30fc\u30bf\u306b\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u3092\u3042\u3066\u306f\u3081\u3066\u307f\u308b<\/p>\n\n\n\n<p>\u307e\u305a\u306f\u3001x \u3067 y \u3092\u4e88\u6e2c\uff08\u8aac\u660e\uff09\u3067\u304d\u308b\u304b\u3068\u3044\u3046\u8a08\u7b97<\/p>\n\n\n\n<p>\u6a19\u6e96\u30e1\u30cb\u30e5\u30fc \u2192 \u7d71\u8a08\u91cf \u2192 \u30e2\u30c7\u30eb\u3078\u306e\u9069\u5408 \u2192 \u4e00\u822c\u5316\u7dda\u578b\u30e2\u30c7\u30eb \u3092\u9078\u629e<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1002\" height=\"493\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527170745.png\" alt=\"\" class=\"wp-image-983\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527170745.png 1002w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527170745-300x148.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527170745-768x378.png 768w\" sizes=\"(max-width: 1002px) 100vw, 1002px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u76ee\u7684\u5909\u6570\u306b y\u3001\u8aac\u660e\u5909\u6570\u306b x\u3001\u30ea\u30f3\u30af\u95a2\u6570\u65cf\u306f\u3001poisson\uff08\u30dd\u30a2\u30bd\u30f3\uff09\u3092\u30c0\u30d6\u30eb\u30af\u30ea\u30c3\u30af\u3057\u3066\u9078\u629e\u3001\u30ea\u30f3\u30af\u95a2\u6570\u306f\u81ea\u52d5\u3067 log \u304c\u9078\u3070\u308c\u305f\u72b6\u614b\u306b\u306a\u308b\u306e\u3067\u305d\u306e\u307e\u307e<\/p>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u8a2d\u5b9a\u3059\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"981\" height=\"733\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527171010.png\" alt=\"\" class=\"wp-image-984\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527171010.png 981w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527171010-300x224.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527171010-768x574.png 768w\" sizes=\"(max-width: 981px) 100vw, 981px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>OK \u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u8a08\u7b97\u3055\u308c\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"753\" height=\"658\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527171703.png\" alt=\"\" class=\"wp-image-985\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527171703.png 753w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527171703-300x262.png 300w\" sizes=\"(max-width: 753px) 100vw, 753px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>x \u304c 1 \u4e0a\u6607\u3059\u308b\u3054\u3068\u306b\u3001\u5bfe\u6570\u30ab\u30a6\u30f3\u30c8\u304c\u30010.07566 \u4e0a\u6607\u3059\u308b\u3068\u3044\u3046\u8a08\u7b97\u7d50\u679c\u3067\u3001\u7d71\u8a08\u5b66\u7684\u6709\u610f\uff08\u691c\u5b9a\u306e\u540d\u524d\u306f Wald \u691c\u5b9a\uff09<\/p>\n\n\n\n<p>\u5bfe\u6570\u30ab\u30a6\u30f3\u30c8\u4e0a\u6607\u3092\u771f\u6570\u30ab\u30a6\u30f3\u30c8\u306b\u76f4\u3059\u3068\u3001x \u304c 1 \u4e0a\u6607\u3059\u308b\u3054\u3068\u306b\u7d04 1.08 \u500d\u306e\u3079\u304d\u4e57\uff08$ e^{1.08 x} $\uff09\u306b\u306a\u308b\u3068\u3044\u3046\u8a08\u7b97\u306b\u306a\u308b<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u306e\u3042\u3066\u306f\u3081\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\">\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u306e\u3042\u3066\u306f\u3081\uff08\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\uff09<\/h2>\n\n\n\n<p>\u5909\u6570 f \uff08\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\uff09\u3092\u8aac\u660e\u5909\u6570\u306b\u3059\u308b\u3068\u3069\u3046\u306a\u308b\u304b<\/p>\n\n\n\n<p>\u30e1\u30cb\u30e5\u30fc\u5185\u306e\u8a2d\u5b9a\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"981\" height=\"733\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527172544.png\" alt=\"\" class=\"wp-image-986\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527172544.png 981w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527172544-300x224.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527172544-768x574.png 768w\" sizes=\"(max-width: 981px) 100vw, 981px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u8aac\u660e\u5909\u6570\u306e\u90e8\u5206\u3060\u3051\u3001x \u304b\u3089 f \u306b\u5909\u3048\u305f<\/p>\n\n\n\n<p>\u7d50\u679c\u306f\u3001\u4ee5\u4e0b\u306e\u3068\u304a\u308a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"752\" height=\"654\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527172753.png\" alt=\"\" class=\"wp-image-987\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527172753.png 752w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527172753-300x261.png 300w\" sizes=\"(max-width: 752px) 100vw, 752px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>f \u306e C \u3068\u6bd4\u8f03\u3057\u3066\u3001T \u306e\u4fc2\u6570\u63a8\u5b9a\u5024 0.01277 \u304c\u8a08\u7b97\u3055\u308c\u3066\u3044\u308b<\/p>\n\n\n\n<p>\u7d71\u8a08\u5b66\u7684\u6709\u610f\u3067\u306f\u306a\u3044<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u306e\u3042\u3066\u306f\u3081\u9023\u7d9a\u30c7\u30fc\u30bf\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\">\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u306e\u3042\u3066\u306f\u3081\uff08\u9023\u7d9a\u30c7\u30fc\u30bf\uff0b\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\uff09<\/h2>\n\n\n\n<p>\u3067\u306f\u3001\u5909\u6570 x \u3068 f \u3092\u3068\u3082\u306b\u8aac\u660e\u5909\u6570\u3068\u3057\u305f\u3089\u3069\u3046\u3060\u308d\u3046\u304b<\/p>\n\n\n\n<p>f \u306e C \u3068 T \u306e\u5dee\u3092\u898b\u305f\u3044\u3068\u304d\u306b\u3001x \u304c\u4ea4\u7d61\u56e0\u5b50\u3067\u3001\u8abf\u6574\u3057\u306a\u3044\u3068\u3044\u3051\u306a\u3044\u3068\u3044\u3046\u72b6\u6cc1\u3068\u8003\u3048\u3066\u8a08\u7b97\u3057\u3066\u307f\u308b<\/p>\n\n\n\n<p>\u3061\u306a\u307f\u306b\u3001C \u3068 T \u3067\u306f\u3001x \u306e\u5024\u304c\u7570\u306a\u3063\u3066\u304a\u308a\u3001\u4ea4\u7d61\u56e0\u5b50<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>y \u306e\u4e88\u5f8c\u56e0\u5b50\u3001\u304b\u3064\u3001<\/li>\n\n\n\n<li>f \u3068\u95a2\u9023\u3042\u308a\u3001\u304b\u3064\u3001<\/li>\n\n\n\n<li>f \u3068 y \u306e\u4e2d\u9593\u56e0\u5b50\u3067\u306f\u306a\u3044<\/li>\n<\/ul>\n\n\n\n<p>\u3068\u307f\u306a\u305b\u308b\u5909\u6570\u3067\u3042\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"687\" height=\"210\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527173120.png\" alt=\"\" class=\"wp-image-988\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527173120.png 687w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527173120-300x92.png 300w\" sizes=\"(max-width: 687px) 100vw, 687px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u8aac\u660e\u5909\u6570\u306e\u8a2d\u5b9a\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3001x \u3068 f \u3092 + \u3067\u3064\u306a\u3050<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"981\" height=\"733\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527173307.png\" alt=\"\" class=\"wp-image-989\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527173307.png 981w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527173307-300x224.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527173307-768x574.png 768w\" sizes=\"(max-width: 981px) 100vw, 981px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"754\" height=\"595\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527173733.png\" alt=\"\" class=\"wp-image-990\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527173733.png 754w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230527173733-300x237.png 300w\" sizes=\"(max-width: 754px) 100vw, 754px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u3084\u306f\u308a T \u306f\u7d71\u8a08\u5b66\u7684\u6709\u610f\u3067\u306f\u306a\u304b\u3063\u305f<\/p>\n\n\n\n<p>\u306a\u306e\u3067\u3001C \u3068 T \u306e\u7fa4\u9593\u5dee\u306f\u3001\u660e\u78ba\u3067\u306f\u306a\u304b\u3063\u305f\u3068\u8a00\u3048\u308b<\/p>\n\n\n\n<p>\u6700\u521d\u306e\u307b\u3046\u3067\u66f8\u3044\u305f\u30b0\u30e9\u30d5\u3067\u3082\u3001C \u3068 T \u306e\u5dee\u306f\u660e\u77ad\u3067\u306f\u306a\u304b\u3063\u305f\u306e\u3067\u3001\u56f3\u306e\u5370\u8c61\u3068\u7b26\u5408\u3057\u3066\u3044\u308b<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u30fb\u30dd\u30a2\u30bd\u30f3\u5206\u5e03\u306b\u3064\u3044\u3066\u7c21\u5358\u306b\u89e3\u8aac\u3057\u3066\u3001EZR \u3067\u306e\u89e3\u6790\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u305f<\/p>\n\n\n\n<p>\u53c2\u8003\u306b\u306a\u308c\u3070<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u53c2\u8003\u30b5\u30a4\u30c8\">\u53c2\u8003\u30b5\u30a4\u30c8<\/h2>\n\n\n\n<p><a href=\"https:\/\/bellcurve.jp\/statistics\/course\/6984.html\">13-3. \u30dd\u30a2\u30bd\u30f3\u5206\u5e03 | \u7d71\u8a08\u5b66\u306e\u6642\u9593 | \u7d71\u8a08WEB<\/a><\/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><a href=\"https:\/\/amzn.to\/4akeCmw\" data-type=\"link\" data-id=\"https:\/\/amzn.to\/4akeCmw\">\u30c7\u30fc\u30bf\u89e3\u6790\u306e\u305f\u3081\u306e\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u5165\u9580\u2015\u2015\u4e00\u822c\u5316\u7dda\u5f62\u30e2\u30c7\u30eb\u30fb\u968e\u5c64\u30d9\u30a4\u30ba\u30e2\u30c7\u30eb\u30fbMCMC (\u78ba\u7387\u3068\u60c5\u5831\u306e\u79d1\u5b66)<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u3092 EZR \u3067\u884c\u3046\u65b9\u6cd5\u306e\u89e3\u8aac<\/p>\n","protected":false},"author":2,"featured_media":975,"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":[4,42],"tags":[],"class_list":["post-102","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ezr","category-42"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/06\/20230614214212.png","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/102","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=102"}],"version-history":[{"count":3,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/102\/revisions"}],"predecessor-version":[{"id":3440,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/102\/revisions\/3440"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media\/975"}],"wp:attachment":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media?parent=102"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/categories?post=102"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/tags?post=102"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}