{"id":1122,"date":"2023-07-27T14:18:37","date_gmt":"2023-07-27T14:18:37","guid":{"rendered":"https:\/\/statorials.org\/ja\/%e3%82%b3%e3%83%ab%e3%83%a2%e3%82%b3%e3%82%99%e3%83%ad%e3%83%95%e3%83%bb%e3%82%b9%e3%83%9f%e3%83%ab%e3%83%8e%e3%83%95%e3%83%bb%e3%83%86%e3%82%b9%e3%83%88r\/"},"modified":"2023-07-27T14:18:37","modified_gmt":"2023-07-27T14:18:37","slug":"%e3%82%b3%e3%83%ab%e3%83%a2%e3%82%b3%e3%82%99%e3%83%ad%e3%83%95%e3%83%bb%e3%82%b9%e3%83%9f%e3%83%ab%e3%83%8e%e3%83%95%e3%83%bb%e3%83%86%e3%82%b9%e3%83%88r","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/%e3%82%b3%e3%83%ab%e3%83%a2%e3%82%b3%e3%82%99%e3%83%ad%e3%83%95%e3%83%bb%e3%82%b9%e3%83%9f%e3%83%ab%e3%83%8e%e3%83%95%e3%83%bb%e3%83%86%e3%82%b9%e3%83%88r\/","title":{"rendered":"R \u3067\u306e\u30b3\u30eb\u30e2\u30b4\u30ed\u30d5\u30fb\u30b9\u30df\u30eb\u30ce\u30d5\u691c\u5b9a (\u4f8b\u4ed8\u304d)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u30b3\u30eb\u30e2\u30b4\u30ed\u30d5\u30fb\u30b9\u30df\u30eb\u30ce\u30d5\u691c\u5b9a\u306f\u3001<\/strong>\u30b5\u30f3\u30d7\u30eb\u304c\u7279\u5b9a\u306e\u5206\u5e03\u306b\u7531\u6765\u3059\u308b\u304b\u3069\u3046\u304b\u3092\u691c\u5b9a\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">R \u3067 1 \u3064\u307e\u305f\u306f 2 \u3064\u306e\u30b5\u30f3\u30d7\u30eb\u306e\u30b3\u30eb\u30e2\u30b4\u30ed\u30d5-\u30b9\u30df\u30eb\u30ce\u30d5\u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001 <a href=\"https:\/\/stat.ethz.ch\/R-manual\/R-patched\/library\/stats\/html\/ks.test.html\" target=\"_blank\" rel=\"noopener noreferrer\">ks.test()<\/a>\u95a2\u6570\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u3053\u306e\u6a5f\u80fd\u3092\u5b9f\u969b\u306b\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u306e\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b 1: \u30b3\u30eb\u30e2\u30b4\u30ed\u30d5\u30fb\u30b9\u30df\u30eb\u30ce\u30d5\u8a66\u9a13\u30b5\u30f3\u30d7\u30eb<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b5\u30f3\u30d7\u30eb \u30c7\u30fc\u30bf\u304c\u3042\u308b\u3068\u3057\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#make this example reproducible<\/span>\nseed(0)\n\n<span style=\"color: #008080;\">#generate dataset of 100 values that follows a Poisson distribution with mean=5\n<\/span>data &lt;- rpois(n= <span style=\"color: #008000;\">20<\/span> , lambda= <span style=\"color: #008000;\">5<\/span> )<\/strong><\/pre>\n<p><span style=\"color: #000000;\"><strong>\u95a2\u9023:<\/strong> <a href=\"https:\/\/statorials.org\/ja\/\u30db\u309a\u30a4\u30b9-\u30db\u309a\u30a4\u30b9-q\u30db\u309a\u30a4\u30b9-r\u30db\u309a\u30a4\u30b9-r\/\" target=\"_blank\" rel=\"noopener noreferrer\">R \u306e dpois\u3001ppois\u3001qpois\u3001\u304a\u3088\u3073 rpois \u306e\u30ac\u30a4\u30c9<\/a><\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001\u3053\u306e 100 \u30c7\u30fc\u30bf\u5024\u306e\u30b5\u30f3\u30d7\u30eb\u306b\u5bfe\u3057\u3066\u30b3\u30eb\u30e2\u30b4\u30ed\u30d5-\u30b9\u30df\u30eb\u30ce\u30d5\u691c\u5b9a\u3092\u5b9f\u884c\u3057\u3066\u3001\u305d\u308c\u3089\u304c\u6b63\u898f\u5206\u5e03\u306b\u7531\u6765\u3059\u308b\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\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;\">#perform Kolmogorov-Smirnov test<\/span>\nks.test(data, \u201c <span style=\"color: #993300;\">pnorm<\/span> \u201d)\n\n\tOne-sample Kolmogorov\u2013Smirnov test\n\ndata:data\nD = 0.97725, p-value &lt; 2.2e-16\nalternative hypothesis: two-sided\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u7d50\u679c\u304b\u3089\u3001\u691c\u5b9a\u7d71\u8a08\u91cf\u306f<strong>0.97725<\/strong>\u3067\u3001\u5bfe\u5fdc\u3059\u308b p \u5024\u306f<strong>2.2e-16<\/strong>\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002 p \u5024\u304c 0.05 \u672a\u6e80\u3067\u3042\u308b\u305f\u3081\u3001\u5e30\u7121\u4eee\u8aac\u306f\u68c4\u5374\u3055\u308c\u307e\u3059\u3002\u6a19\u672c\u30c7\u30fc\u30bf\u304c\u6b63\u898f\u5206\u5e03\u304b\u3089\u306e\u3082\u306e\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u793a\u3059\u5341\u5206\u306a\u8a3c\u62e0\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/ja\/\u9b5a\u306e\u5206\u5e03\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u30dd\u30a2\u30bd\u30f3\u5206\u5e03<\/a>\u306b\u5f93\u3046\u30e9\u30f3\u30c0\u30e0\u306a\u5024\u3092\u751f\u6210\u3059\u308b<strong>rpois()<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u30b5\u30f3\u30d7\u30eb \u30c7\u30fc\u30bf\u3092\u751f\u6210\u3057\u305f\u305f\u3081\u3001\u3053\u306e\u7d50\u679c\u306f\u9a5a\u304f\u3079\u304d\u3053\u3068\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b 2: 2 \u30b5\u30f3\u30d7\u30eb\u306e\u30b3\u30eb\u30e2\u30b4\u30ed\u30d5\u30fb\u30b9\u30df\u30eb\u30ce\u30d5\u691c\u5b9a<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e 2 \u3064\u306e\u30b5\u30f3\u30d7\u30eb \u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u304c\u3042\u308b\u3068\u3057\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#make this example reproducible<\/span>\nseed(0)\n\n<span style=\"color: #008080;\">#generate two datasets\n<\/span>data1 &lt;- rpois(n= <span style=\"color: #008000;\">20<\/span> , lambda= <span style=\"color: #008000;\">5<\/span> )\ndata2 &lt;- rnorm( <span style=\"color: #008000;\">100<\/span> )<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001\u3053\u308c\u3089 2 \u3064\u306e\u30b5\u30f3\u30d7\u30eb\u306b\u5bfe\u3057\u3066\u30b3\u30eb\u30e2\u30b4\u30ed\u30d5-\u30b9\u30df\u30eb\u30ce\u30d5 \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3057\u3066\u3001\u305d\u308c\u3089\u304c\u540c\u3058\u5206\u5e03\u306b\u7531\u6765\u3059\u308b\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\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;\">#perform Kolmogorov-Smirnov test<\/span>\nks.test(data1, data2)\n\n\tTwo-sample Kolmogorov\u2013Smirnov test\n\ndata: data1 and data2\nD = 0.99, p-value = 1.299e-14\nalternative hypothesis: two-sided\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u7d50\u679c\u304b\u3089\u3001\u691c\u5b9a\u7d71\u8a08\u91cf\u306f<strong>0.99<\/strong>\u3067\u3001\u5bfe\u5fdc\u3059\u308b p \u5024\u306f<strong>1.299e-14<\/strong>\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002 p \u5024\u304c 0.05 \u672a\u6e80\u3067\u3042\u308b\u305f\u3081\u3001\u5e30\u7121\u4eee\u8aac\u306f\u68c4\u5374\u3055\u308c\u307e\u3059\u3002 2 \u3064\u306e\u30b5\u30f3\u30d7\u30eb \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u540c\u3058\u5206\u5e03\u304b\u3089\u306e\u3082\u306e\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u793a\u3059\u5341\u5206\u306a\u8a3c\u62e0\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6700\u521d\u306e\u30b5\u30f3\u30d7\u30eb\u306e\u5024\u306f\u30dd\u30a2\u30bd\u30f3\u5206\u5e03\u3092\u4f7f\u7528\u3057\u3066\u751f\u6210\u3055\u308c\u30012 \u756a\u76ee\u306e\u30b5\u30f3\u30d7\u30eb\u306e\u5024\u306f<a href=\"https:\/\/statorials.org\/ja\/\u6b63\u898f\u5206\u5e03-1\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u6b63\u898f\u5206\u5e03<\/a>\u3092\u4f7f\u7528\u3057\u3066\u751f\u6210\u3055\u308c\u305f\u305f\u3081\u3001\u3053\u306e\u7d50\u679c\u3082\u9a5a\u304f\u3079\u304d\u3053\u3068\u3067\u306f\u3042\u308a\u307e\u305b\u3093\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\/\u30b7\u30e3\u30d2\u309a\u30ed\u30fb\u30a6\u30a3\u30eb\u30af\u30fb\u30c6\u30b9\u30c8r\/\" target=\"_blank\" rel=\"noopener noreferrer\">R \u3067 Shapiro-Wilk \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u30a2\u30f3\u30bf\u3099\u30fc\u30bd\u30f3-\u30c1\u30a7\u30ea-\u30c6\u30b9\u30c8-r\/\" target=\"_blank\" rel=\"noopener noreferrer\">R \u3067\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u30fb\u30c0\u30fc\u30ea\u30f3\u30b0\u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u591a\u5909\u91cf\u6b63\u898f\u6027\u691c\u5b9a-r\/\" target=\"_blank\" rel=\"noopener noreferrer\">R \u3067\u591a\u5909\u91cf\u6b63\u898f\u6027\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30b3\u30eb\u30e2\u30b4\u30ed\u30d5\u30fb\u30b9\u30df\u30eb\u30ce\u30d5\u691c\u5b9a\u306f\u3001\u30b5\u30f3\u30d7\u30eb\u304c\u7279\u5b9a\u306e\u5206\u5e03\u306b\u7531\u6765\u3059\u308b\u304b\u3069\u3046\u304b\u3092\u691c\u5b9a\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 R \u3067 1 \u3064\u307e\u305f\u306f 2 \u3064\u306e\u30b5\u30f3\u30d7\u30eb\u306e\u30b3\u30eb\u30e2\u30b4\u30ed\u30d5-\u30b9\u30df\u30eb\u30ce\u30d5\u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001 ks.test()\u95a2\u6570\u3092\u4f7f\u7528\u3067\u304d [&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-1122","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\u306e\u30b3\u30eb\u30e2\u30b4\u30ed\u30d5\u30fb\u30b9\u30df\u30eb\u30ce\u30d5\u691c\u5b9a (\u4f8b\u4ed8\u304d) - \u7d71\u8a08\u5b66<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001R 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