{"id":2748,"date":"2020-08-18T11:00:00","date_gmt":"2020-08-18T02:00:00","guid":{"rendered":"https:\/\/develop-chronos.com\/statistics-top\/statistics\/?p=2748"},"modified":"2020-08-19T08:00:12","modified_gmt":"2020-08-18T23:00:12","slug":"chi-square-distribution","status":"publish","type":"post","link":"https:\/\/develop-chronos.com\/statistics-top\/statistics\/chi-square-distribution","title":{"rendered":"\u30ab\u30a42\u4e57\u5206\u5e03"},"content":{"rendered":"\n\n\n\n\n<p>\u3000\u30ab\u30a42\u4e57\u5206\u5e03\uff08chi square distribution\uff09\u306f\u3001\u9023\u7d9a\u578b\u306e\u78ba\u7387\u5206\u5e03\u3067\u3059\u3002\u591a\u304f\u306e\u66f8\u7c4d\u3067\u306f\u3001\u6a19\u6e96\u6b63\u898f\u5206\u5e03\u306e\u5e73\u65b9\u548c\u3067\u5b9a\u7fa9\u3055\u308c\u307e\u3059\u3002\u30ab\u30a42\u4e57\u5206\u5e03\u306f\u6a19\u672c\u63a8\u5b9a\u306a\u3069\u306b\u304a\u3044\u3066\u3001\u591a\u304f\u306e\u63a8\u5b9a\u91cf\u3067\u51fa\u3066\u304f\u308b\u3082\u306e\u306b\u306a\u308a\u307e\u3059\u3002\u30ab\u30a42\u4e57\u5206\u5e03\u304b\u3089\u5b9a\u7fa9\u3055\u308c\u308b\u5206\u5e03\u3082\u3042\u308b\u306e\u3067\u3001\u7d71\u8a08\u5b66\u3092\u5b66\u3076\u4e0a\u3067\u662f\u975e\u3068\u3082\u6291\u3048\u3066\u304a\u304d\u305f\u3044\u5206\u5e03\u3068\u306a\u308a\u307e\u3059\u3002<br>\u3000\u671f\u5f85\u5024\u304c\\(0\\)\u3067\u306a\u3044\u5834\u5408\u306f\u975e\u5fc3\u30ab\u30a42\u4e57\u5206\u5e03\u3001\u591a\u5909\u91cf\u6b63\u898f\u5206\u5e03\u306e\u5834\u5408\u306f\u30a6\u30a3\u30b7\u30e3\u30fc\u30c8\u5206\u5e03\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3000\u4e92\u3044\u306b\u72ec\u7acb\u306b\u6a19\u6e96\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3046\u78ba\u7387\u5909\u6570\u3092\\(Y_{1},\\cdots,Y_{n}\\sim N(0,1)\\)\u3068\u3057\u307e\u3059\u3002\u3053\u306e\u3068\u304d\\(Y_{1},\\cdots,Y_{n}\\)\u306e\u5e73\u65b9\u548c\u306f\u81ea\u7531\u5ea6\\(n\\)\u306e\u30ab\u30a42\u4e57\u5206\u5e03\u306b\u5f93\u3046\u3068\u3044\u3044\u3001<div style=\"overflow-x: auto;\">\\begin{align}X = \\sum_{i=1}^{n}Y_{i}^{2} \\sim \\chi^{2}(n)\\end{align}<\/div>\u3068\u8868\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<div id=\"toc_container\" class=\"toc_light_blue no_bullets\"><p class=\"toc_title\">\u76ee\u6b21<\/p><ul class=\"toc_list\"><li><a href=\"#2\"><span class=\"toc_number toc_depth_1\">1<\/span> \u30ab\u30a42\u4e57\u5206\u5e03\u306e\u57fa\u672c\u60c5\u5831<\/a><ul><li><a href=\"#i\"><span class=\"toc_number toc_depth_2\">1.1<\/span> \u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\u3068\u7d2f\u7a4d\u5206\u5e03\u95a2\u6570<\/a><\/li><\/ul><\/li><li><a href=\"#i-2\"><span class=\"toc_number toc_depth_1\">2<\/span> \u30ab\u30a4\uff12\u4e57\u5206\u5e03\u306e\u518d\u751f\u6027<\/a><\/li><li><a href=\"#i-3\"><span class=\"toc_number toc_depth_1\">3<\/span> \u30ab\u30a4\uff12\u4e57\u5206\u5e03\u3068\u30ac\u30f3\u30de\u5206\u5e03<\/a><\/li><li><a href=\"#t\"><span class=\"toc_number toc_depth_1\">4<\/span> \u30ab\u30a4\uff12\u4e57\u5206\u5e03\u3068\\(t\\)\u5206\u5e03<\/a><\/li><li><a href=\"#F\"><span class=\"toc_number toc_depth_1\">5<\/span> \u30ab\u30a4\uff12\u4e57\u5206\u5e03\u3068\\(F\\)\u5206\u5e03<\/a><\/li><li><a href=\"#i-4\"><span class=\"toc_number toc_depth_1\">6<\/span> \u30b3\u30af\u30e9\u30f3\u306e\u5b9a\u7406\u3068\u30ab\u30a4\uff12\u4e57\u5206\u5e03<\/a><\/li><li><a href=\"#i-5\"><span class=\"toc_number toc_depth_1\">7<\/span> \u30ab\u30a4\uff12\u4e57\u5206\u5e03\u3068\u95a2\u9023\u6df1\u3044\u78ba\u7387\u5206\u5e03<\/a><\/li><\/ul><\/div>\n<h2><span id=\"2\">\u30ab\u30a42\u4e57\u5206\u5e03\u306e\u57fa\u672c\u60c5\u5831<\/span><\/h2>\n\n\n\n<p>\u203b\u3000\u8868\u306f\u6a2a\u306b\u30b9\u30af\u30ed\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<figure class=\"wp-block-table\">\n<table style=\"width: 100%; height: 735px;\">\n<tbody>\n<tr style=\"height: 36px;\">\n<td style=\"width: 26.3534%; height: 36px;\">\u30d1\u30e9\u30e1\u30fc\u30bf<\/td>\n<td style=\"width: 73.4742%; height: 36px;\">\\(n\\)<br \/>\u30ab\u30a42\u4e57\u5206\u5e03\u306e\u81ea\u7531\u5ea6\u3068\u3082\u8a00\u308f\u308c\u307e\u3059\u3002<\/td>\n<\/tr>\n<tr style=\"height: 56px;\">\n<td style=\"width: 26.3534%; height: 56px;\">\u78ba\u7387\u5909\u6570\u306e\u7bc4\u56f2<\/td>\n<td style=\"width: 73.4742%; height: 56px;\">\\(0\\leq x \\)<\/td>\n<\/tr>\n<tr style=\"height: 36px;\">\n<td style=\"width: 26.3534%; height: 36px;\"><a href=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/probability-function\">\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570<\/a><\/td>\n<td style=\"width: 73.4742%; height: 36px;\">\\(\\displaystyle \\frac{ 1 }{ 2^{\\frac{1}{2}n}\\Gamma\\left( \\frac{n}{2} \\right) }e^{-\\frac{x}{2}}x^{\\frac{n}{2}-1} \\)<\/td>\n<\/tr>\n<tr style=\"height: 120px;\">\n<td style=\"width: 26.3534%; height: 120px;\"><a href=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/cumulative-distribution-function\">\u7d2f\u7a4d\u5206\u5e03\u95a2\u6570<\/a><\/td>\n<td style=\"width: 73.4742%; height: 120px;\">\\(\\displaystyle \\frac{\\Gamma_{\\frac{x}{2}}\\left( \\frac{n}{2} \\right)}{\\Gamma\\left( \\frac{n}{2} \\right)}\\)<br \/>\u305f\u3060\u3057\u3001\\(\\Gamma_{x}\\left( n \\right)\\)\u306f\u4e0d\u5b8c\u5168\u30ac\u30f3\u30de\u95a2\u6570\u3067\u3042\u308a\u6b21\u5f0f\u3067\u5b9a\u7fa9\u3055\u308c\u307e\u3059\u3002<br \/>\\(\\displaystyle \\Gamma_{x}(n)=\\int_{0}^{x}e^{-t}t^{n-1}dt\\)<\/td>\n<\/tr>\n<tr style=\"height: 36px;\">\n<td style=\"width: 26.3534%; height: 36px;\"><a href=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/mgf\">\u7a4d\u7387\u6bcd\u95a2\u6570<\/a><\/td>\n<td style=\"width: 73.4742%; height: 36px;\">\\(\\displaystyle (1-2t)^{-\\frac{n}{2}},\\ \\ \\ t&lt;\\frac{1}{2} \\)<\/td>\n<\/tr>\n<tr style=\"height: 36px;\">\n<td style=\"width: 26.3534%; height: 36px;\"><a href=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/cf\">\u7279\u6027\u95a2\u6570<\/a><\/td>\n<td style=\"width: 73.4742%; height: 36px;\">\\(\\displaystyle (1-2it)^{-\\frac{n}{2}} \\)<\/td>\n<\/tr>\n<tr style=\"height: 36px;\">\n<td style=\"width: 26.3534%; height: 36px;\"><a href=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/cgf\">\u30ad\u30e5\u30e0\u30e9\u30f3\u30c8\u6bcd\u95a2\u6570<\/a><\/td>\n<td style=\"width: 73.4742%; height: 36px;\">\\(\\displaystyle \\frac{n}{2}\\log(1-2t)\\)<\/td>\n<\/tr>\n<tr style=\"height: 36px;\">\n<td style=\"width: 26.3534%; height: 36px;\"><a href=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/cgf\">\\(r\\)\u6b21\u30ad\u30e5\u30e0\u30e9\u30f3\u30c8<\/a><\/td>\n<td style=\"width: 73.4742%; height: 36px;\">\\(\\displaystyle 2^{r-1}n(r-1)!,\\ \\ \\ r\\geq 0\\)<\/td>\n<\/tr>\n<tr style=\"height: 36px;\">\n<td style=\"width: 26.3534%; height: 36px;\"><a href=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/moment\">\\(r\\)\u6b21\u30e2\u30fc\u30e1\u30f3\u30c8<\/a><br \/>\uff08\u539f\u70b9\u307e\u308f\u308a\uff09<\/td>\n<td style=\"width: 73.4742%; height: 36px;\">\\(\\displaystyle 2^{r}\\prod_{i=0}^{r-1}\\left( \\frac{n}{2}+i \\right) = \\frac{2^{r}\\Gamma\\left( \\frac{n}{2}+r \\right)}{\\Gamma\\left( \\frac{n}{2} \\right)}\\)<\/td>\n<\/tr>\n<tr style=\"height: 36px;\">\n<td style=\"width: 26.3534%; height: 36px;\"><a href=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/mean-definition\">\u671f\u5f85\u5024<\/a><\/td>\n<td style=\"width: 73.4742%; height: 36px;\">\\( \\displaystyle n \\)<\/td>\n<\/tr>\n<tr style=\"height: 36px;\">\n<td style=\"width: 26.3534%; height: 36px;\"><a href=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/variance\">\u5206\u6563<\/a><\/td>\n<td style=\"width: 73.4742%; height: 36px;\">\\( \\displaystyle 2n \\)<\/td>\n<\/tr>\n<tr style=\"height: 36px;\">\n<td style=\"width: 26.3534%; height: 36px;\">\u4e2d\u4f4d\u6570<\/td>\n<td style=\"width: 73.4742%; height: 36px;\">\n<p>\\( \\displaystyle n-\\frac{2}{3} \\)\uff08\u5341\u5206\u306b\u5927\u304d\u306a\\(n\\)\u306b\u5bfe\u3057\u3066\u8fd1\u4f3c\u7684\u306b\u8868\u3057\u305f\u3082\u306e\u3067\u3059\uff09<\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 36px;\">\n<td style=\"width: 26.3534%; height: 35px;\"><a href=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/05231022\">\u30e2\u30fc\u30c9<\/a><\/td>\n<td style=\"width: 73.4742%; height: 35px;\">\\( \\displaystyle n-2,\\ \\ \\ n\\geq 2 \\)<\/td>\n<\/tr>\n<tr style=\"height: 36px;\">\n<td style=\"width: 26.3534%; height: 35px;\"><a href=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/05242107-2\">\u5e73\u5747\u504f\u5dee<\/a><\/td>\n<td style=\"width: 73.4742%; height: 35px;\">\\( \\displaystyle \\frac{e^{-\\frac{n}{2}}n^{\\frac{n}{2}}}{2^{\\frac{n}{2}-1}\\Gamma\\left( \\frac{n}{2} \\right)} \\)<\/td>\n<\/tr>\n<tr style=\"height: 100px;\">\n<td style=\"width: 26.3534%; height: 100px;\"><a href=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/skewness\">\u6b6a\u5ea6<\/a><\/td>\n<td style=\"width: 73.4742%; height: 100px;\">\n<p>\\(\\displaystyle \\sqrt{\\frac{8}{n}}\\)<\/p>\n<\/td>\n<\/tr>\n<tr style=\"height: 36px;\">\n<td style=\"width: 26.3534%; height: 29px;\"><a href=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/kurtosis\">\u5c16\u5ea6<\/a><\/td>\n<td style=\"width: 73.4742%; height: 29px;\">\\( \\displaystyle 3+\\frac{12}{n}\\)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n\n\n<h3>\u8a3c\u660e\u4e00\u89a7<\/h3>\n\n\n\n<p>\u3000<\/p>\n\n\n\n<h3><span id=\"i\">\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\u3068\u7d2f\u7a4d\u5206\u5e03\u95a2\u6570<\/span><\/h3>\n\n\n\n<p>\u69d8\u3005\u306a\u81ea\u7531\u5ea6\u306b\u5bfe\u3059\u308b\u30ab\u30a4\uff12\u4e57\u5206\u5e03\u306e\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\u3068\u7d2f\u7a4d\u5206\u5e03\u95a2\u6570\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"984\" height=\"546\" src=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-content\/uploads\/2020\/08\/\u30ab\u30a42\u4e57\u5206\u5e03\uff08\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\uff09.png\" alt=\"\" class=\"wp-image-2759\" srcset=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-content\/uploads\/2020\/08\/\u30ab\u30a42\u4e57\u5206\u5e03\uff08\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\uff09.png 984w, https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-content\/uploads\/2020\/08\/\u30ab\u30a42\u4e57\u5206\u5e03\uff08\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\uff09-300x166.png 300w, https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-content\/uploads\/2020\/08\/\u30ab\u30a42\u4e57\u5206\u5e03\uff08\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\uff09-768x426.png 768w, https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-content\/uploads\/2020\/08\/\u30ab\u30a42\u4e57\u5206\u5e03\uff08\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\uff09-320x178.png 320w\" sizes=\"(max-width: 984px) 100vw, 984px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"984\" height=\"546\" src=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-content\/uploads\/2020\/08\/\u7d2f\u7a4d\u5206\u5e03\u95a2\u6570\uff08\u30ab\u30a42\u4e57\u5206\u5e03\uff09.png\" alt=\"\" class=\"wp-image-2760\" srcset=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-content\/uploads\/2020\/08\/\u7d2f\u7a4d\u5206\u5e03\u95a2\u6570\uff08\u30ab\u30a42\u4e57\u5206\u5e03\uff09.png 984w, https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-content\/uploads\/2020\/08\/\u7d2f\u7a4d\u5206\u5e03\u95a2\u6570\uff08\u30ab\u30a42\u4e57\u5206\u5e03\uff09-300x166.png 300w, https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-content\/uploads\/2020\/08\/\u7d2f\u7a4d\u5206\u5e03\u95a2\u6570\uff08\u30ab\u30a42\u4e57\u5206\u5e03\uff09-768x426.png 768w, https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-content\/uploads\/2020\/08\/\u7d2f\u7a4d\u5206\u5e03\u95a2\u6570\uff08\u30ab\u30a42\u4e57\u5206\u5e03\uff09-320x178.png 320w\" sizes=\"(max-width: 984px) 100vw, 984px\" \/><\/figure>\n\n\n\n<h2><span id=\"i-2\">\u30ab\u30a4\uff12\u4e57\u5206\u5e03\u306e\u518d\u751f\u6027<\/span><\/h2>\n\n\n\n<p>\u3000\u30ab\u30a4\uff12\u4e57\u5206\u5e03\u306b\u5f93\u3046\u4e92\u3044\u306b\u72ec\u7acb\u306a\u78ba\u7387\u5909\u6570\\(X_{i}\\sim \\chi^{2}(n_{i})\\)\uff08\\(i=1,\\cdots,n\\)\uff09\u306b\u5bfe\u3057\u3066\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3053\u3068\u304c\u6210\u308a\u7acb\u3061\u307e\u3059\u3002<div style=\"overflow-x: auto;\">\\begin{align}<br>\\sum_{i=1}^{n}X_{i} \\sim \\chi^{2}\\left( \\sum_{i=1}^{n}n_{i}\\right)<br>\\end{align}<\/div>\u8a3c\u660e\u306f\u3068\u3066\u3082\u7c21\u5358\u3067\u3059\u3002\u78ba\u7387\u5909\u6570\\(X_{i}\\)\u306e\u7a4d\u7387\u6bcd\u95a2\u6570\u3092\\(M_{X_{i}}(t)\\)\u3068\u3059\u308b\u3068\u3001<div style=\"overflow-x: auto;\">\\begin{align}<br>M_{\\sum_{i=1}^{n}X_{i}}(t) &amp;= \\mathrm{E}[\\exp[t(X_{1}+\\cdots+X_{n})]] \\\\<br>&amp;= \\prod_{i=1}^{n}\\mathrm{E}[\\exp[tX_{i}]] \\\\<br>&amp;= \\prod_{i=1}^{n}M_{X_{i}}(t) \\\\<br>&amp;= \\prod_{i=1}^{n}(1-2t)^{-\\frac{n_{i}}{2}} \\\\<br>&amp;= (1-2t)^{-\\frac{\\sum_{i=1}^{n}n_{i}}{2}}<br>\\end{align}<\/div>\u304c\u6210\u308a\u7acb\u3064\u3053\u3068\u304b\u3089\u3001<a href=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/mgf\">\uff1c\u7a4d\u7387\u6bcd\u95a2\u6570\u306e\u6027\u8cea\uff1e<\/a>\u3088\u308a\u3001\\(X_{1}+\\cdots+X_{n}\\)\u306f\u81ea\u7531\u5ea6\\(n_{1}+\\cdots+n_{n}\\)\u306e\u30ab\u30a4\uff12\u4e57\u5206\u5e03\u306b\u5f93\u3046\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\n  <div class=\"blogcard\">\n  <a href=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/mgf\">\n   <div class=\"blogcard_thumbnail\"><img src=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-content\/uploads\/2020\/06\/9fc17caf-9cad-4670-b857-eb43ec911ab9-100x100.png\" alt=\"\u7a4d\u7387\u6bcd\u95a2\u6570\u3068\u306f\u3010\u5b9a\u7fa9\u3068\u6027\u8cea\u3092\u89e3\u8aac\u3011\" width=\"90\" height=\"90\" \/><\/div>\n   <div class=\"blogcard_content\">\n    <div class=\"blogcard_title\">\u7a4d\u7387\u6bcd\u95a2\u6570\u3068\u306f\u3010\u5b9a\u7fa9\u3068\u6027\u8cea\u3092\u89e3\u8aac\u3011<\/div>\n    <div class=\"blogcard_excerpt\">\u5b66\u7fd2\u30ec\u30d9\u30eb\uff1a\u5927\u5b66\u751f\u3000\u96e3\u6613\u5ea6\uff1a\u2605\u2605\u2606\u2606\u2606 \u539f\u70b9\u307e\u308f\u308a\u306e\u30e2\u30fc\u30e1\u30f3\u30c8\u3092\u6c42\u3081\u308b\u305f\u3081\u306e\u95a2\u6570\u306b\u7a4d\u7387\u6bcd\u95a2\u6570\u3068\u3044\u3046\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002\u7a4d\u7387\u6bcd\u95a2\u6570\u3092\u7528\u3044\u308c\u3070\u671f\u5f85\u5024\u3084\u5206\u2026<\/div>\n   <\/div>\n   <div class=\"clear\"><\/div>\n  <\/a>\n  <\/div>\n\n\n\n<h2><span id=\"i-3\">\u30ab\u30a4\uff12\u4e57\u5206\u5e03\u3068\u30ac\u30f3\u30de\u5206\u5e03<\/span><\/h2>\n\n\n\n<p>\u3000\u30ac\u30f3\u30de\u5206\u5e03\u306b\u304a\u3051\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\\(\\alpha=n\/2,\\ \\beta=n\/2\\)\u3068\u3059\u308b\u3068\u3001\u81ea\u7531\u5ea6\\(n\\)\u306e\u30ab\u30a4\uff12\u4e57\u5206\u5e03\u3068\u4e00\u81f4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n\n  <div class=\"blogcard\">\n  <a href=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/gamma-distribution\">\n   <div class=\"blogcard_thumbnail\"><img src=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-content\/uploads\/2020\/07\/\u30ac\u30f3\u30de\u5206\u5e03\uff08\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\u03b14\uff09-100x100.png\" alt=\"\u30ac\u30f3\u30de\u5206\u5e03\" width=\"90\" height=\"90\" \/><\/div>\n   <div class=\"blogcard_content\">\n    <div class=\"blogcard_title\">\u30ac\u30f3\u30de\u5206\u5e03<\/div>\n    <div class=\"blogcard_excerpt\">\u3000\u30ac\u30f3\u30de\u5206\u5e03\uff08gamma distribution\uff09\u306f\u3001\u9023\u7d9a\u578b\u306e\u78ba\u7387\u5206\u5e03\u3067\u3059\u3002\u30ac\u30f3\u30de\u5206\u5e03\u306f\u300c\u3042\u308b\u671f\u9593\\(f\\)\u306e\u9593\u306b\\(1\\)\u56de\u8d77\u3053\u308b\u4e8b\u8c61\u304c\u3001\\\u2026<\/div>\n   <\/div>\n   <div class=\"clear\"><\/div>\n  <\/a>\n  <\/div>\n\n\n\n<h2><span id=\"t\">\u30ab\u30a4\uff12\u4e57\u5206\u5e03\u3068\\(t\\)\u5206\u5e03<\/span><\/h2>\n\n\n\n<p>\u3000\u4e92\u3044\u306b\u72ec\u7acb\u306a\u78ba\u7387\u5909\u6570\\(Z\\sim N(0,1)\\)\u3068\\(V\\sim \\chi^{2}(n)\\)\u3092\u7528\u3044\u3066\u3001\u6b21\u306e\u3088\u3046\u306a\u95a2\u4fc2\u304c\u6210\u308a\u7acb\u3061\u307e\u3059\u3002<div style=\"overflow-x: auto;\">\\begin{align}<br>\\frac{Z}{\\sqrt{\\frac{V}{n}}} \\sim t(n)<br>\\end{align}<\/div><\/p>\n\n\n\n<h2><span id=\"F\">\u30ab\u30a4\uff12\u4e57\u5206\u5e03\u3068\\(F\\)\u5206\u5e03<\/span><\/h2>\n\n\n\n<p>\u3000\u4e92\u3044\u306b\u72ec\u7acb\u306a\u78ba\u7387\u5909\u6570\\(U\\sim \\chi^{2}(n_{1})\\)\u3068\\(V\\sim \\chi^{2}(n_{2})\\)\u3092\u7528\u3044\u3066\u3001\u6b21\u306e\u3088\u3046\u306a\u95a2\u4fc2\u304c\u6210\u308a\u7acb\u3061\u307e\u3059\u3002<div style=\"overflow-x: auto;\">\\begin{align}<br>\\frac{\\frac{U}{n_{1}}}{\\frac{V}{n_{2}}} \\sim F(n_{1},\\ n_{2})<br>\\end{align}<\/div><\/p>\n\n\n\n<h2><span id=\"i-4\">\u30b3\u30af\u30e9\u30f3\u306e\u5b9a\u7406\u3068\u30ab\u30a4\uff12\u4e57\u5206\u5e03<\/span><\/h2>\n\n\n\n<div style=\"display: inline-block; background: #33cc33; padding: 5px 10px; color: #ffffff; border-radius: 5px 5px 0 0;\"><strong>\u30b3\u30af\u30e9\u30f3\u306e\u5b9a\u7406<\/strong><\/div>\n<div style=\"background: #ffffea; padding: 10px; border: 2px solid #33cc33;\">\u3000\u671f\u5f85\u5024\u304c\\(0\\)\u3068\u306a\u308b\u4e92\u3044\u306b\u72ec\u7acb\u306b\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3046\u78ba\u7387\u5909\u6570\\(x_{i}\\sim N(0,\\sigma^{2})\\)\uff08\\(i=1,\\cdots,n\\)\uff09\u306b\u3064\u3044\u3066\u3001\u78ba\u7387\u5909\u6570\u3092\u30d9\u30af\u30c8\u30eb\u3067\u307e\u3068\u3081\u305f\u3082\u306e\\(x={}^{T}\\!(x_{1}\\ \\cdots\\ x_{n})\\)\u306b\u3064\u3044\u3066\u8003\u3048\u307e\u3059\uff08\u3053\u306e\u78ba\u7387\u5909\u6570\\(x\\)\u306f\u591a\u5909\u91cf\u6b63\u898f\u5206\u5e03\\(N_{n}(0,\\sigma^{2}I_{n})\\)\u3068\u540c\u5024\u3067\u3059\uff09\u3002<br>\n\u3000\u3055\u3089\u306b\u884c\u5217\\(A_{i}\\)\uff08\\(i=1,\\cdots,k\\)\uff09\u3092\\(n\\)\u6b21\u306e\u5bfe\u79f0\u884c\u5217\u3067<div style=\"overflow-x: auto;\">\\begin{align}A_{1}+\\cdots+A_{k} = I_{n}\\end{align}<\/div>\u3092\u6e80\u305f\u3059\u3082\u306e\u3068\u3057\u307e\u3059\u3002<br>\n\u3000\\(\\mathrm{rank}(A_{i})=n_{i}\\)\u3068\u66f8\u304f\u3068\u304d\u3001<br>\n\u300c\\(Q_{i}=\\ {}^{T}\\!xA_{i}x\\)\u304c\u4e92\u3044\u306b\u72ec\u7acb\u306b\u30ab\u30a4\uff12\u4e57\u5206\u5e03\\(Q_{i}\/\\sigma^{2}\\sim \\chi^{2}(n_{i})\\)\u306b\u5f93\u3046\u300d<br>\n\u3068\u3044\u3046\u3053\u3068\u3068\u5fc5\u8981\u5341\u5206\u6761\u4ef6\u306f<br>\n\u300c\\(n=\\sum_{i=1}^{k}n_{i}\\)\u304c\u6210\u308a\u7acb\u3064\u300d<br>\n\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\n<\/div>\n\n\n\n<p>\u3000\u30b3\u30af\u30e9\u30f3\u306e\u5b9a\u7406\u306f\u7dda\u5f62\u56de\u5e30\u30e2\u30c7\u30eb\u306a\u3069\u3067\u3001\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u30b3\u30af\u30e9\u30f3\u306e\u5b9a\u7406\u306e\u8a3c\u660e\u306f\u4ee5\u4e0b\u306e\u30ea\u30f3\u30af\u306e\u8a18\u4e8b\u3067\u884c\u3063\u3066\u3044\u307e\u3059\uff08\u8a3c\u660e\u306f\u3082\u3046\u5c11\u3057\u4e00\u822c\u5316\u3057\u305f\u3082\u306e\u3067\u3057\u3066\u3044\u307e\u3059\u3002\u4e00\u822c\u5316\u3057\u305f\u30b3\u30af\u30e9\u30f3\u306e\u5b9a\u7406\u306f\uff1c\u30a6\u30a3\u30b7\u30e3\u30fc\u30c8\u5206\u5e03\uff1e\uff1c\u30b3\u30af\u30e9\u30f3\u306e\u5b9a\u7406\uff1e\u3067\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\uff09\u3002<\/p>\n\n\n\n<h2><span id=\"i-5\">\u30ab\u30a4\uff12\u4e57\u5206\u5e03\u3068\u95a2\u9023\u6df1\u3044\u78ba\u7387\u5206\u5e03<\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"738\" height=\"404\" src=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-content\/uploads\/2020\/07\/\u6b63\u898f\u5206\u5e03\u306e\u95a2\u9023\u5206\u5e03\uff08\u30de\u30c3\u30d7\uff09.png\" alt=\"\" class=\"wp-image-2555\" srcset=\"https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-content\/uploads\/2020\/07\/\u6b63\u898f\u5206\u5e03\u306e\u95a2\u9023\u5206\u5e03\uff08\u30de\u30c3\u30d7\uff09.png 738w, https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-content\/uploads\/2020\/07\/\u6b63\u898f\u5206\u5e03\u306e\u95a2\u9023\u5206\u5e03\uff08\u30de\u30c3\u30d7\uff09-300x164.png 300w, https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-content\/uploads\/2020\/07\/\u6b63\u898f\u5206\u5e03\u306e\u95a2\u9023\u5206\u5e03\uff08\u30de\u30c3\u30d7\uff09-320x175.png 320w\" sizes=\"(max-width: 738px) 100vw, 738px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u3000\u30ab\u30a42\u4e57\u5206\u5e03\uff08chi square distribution\uff09\u306f\u3001\u9023\u7d9a\u578b\u306e\u78ba\u7387\u5206\u5e03\u3067\u3059\u3002\u591a\u304f\u306e\u66f8\u7c4d\u3067\u306f\u3001\u6a19\u6e96\u6b63\u898f\u5206\u5e03\u306e\u5e73\u65b9\u548c\u3067\u5b9a\u7fa9\u3055\u308c\u307e\u3059 &#8230; <\/p>\n","protected":false},"author":1,"featured_media":2759,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"spay_email":""},"categories":[84],"tags":[118,119,71],"jetpack_featured_media_url":"https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-content\/uploads\/2020\/08\/\u30ab\u30a42\u4e57\u5206\u5e03\uff08\u78ba\u7387\u5bc6\u5ea6\u95a2\u6570\uff09.png","_links":{"self":[{"href":"https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-json\/wp\/v2\/posts\/2748"}],"collection":[{"href":"https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-json\/wp\/v2\/comments?post=2748"}],"version-history":[{"count":22,"href":"https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-json\/wp\/v2\/posts\/2748\/revisions"}],"predecessor-version":[{"id":2918,"href":"https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-json\/wp\/v2\/posts\/2748\/revisions\/2918"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-json\/wp\/v2\/media\/2759"}],"wp:attachment":[{"href":"https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-json\/wp\/v2\/media?parent=2748"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-json\/wp\/v2\/categories?post=2748"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/develop-chronos.com\/statistics-top\/statistics\/wp-json\/wp\/v2\/tags?post=2748"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}