{"id":341,"date":"2022-02-23T20:14:18","date_gmt":"2022-02-23T11:14:18","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/kinds-of-linear-models\/"},"modified":"2024-10-01T21:39:39","modified_gmt":"2024-10-01T12:39:39","slug":"kinds-of-linear-models","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/kinds-of-linear-models\/","title":{"rendered":"\u7dda\u5f62\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u7a2e\u985e\u3068\u7c21\u5358\u306a\u89e3\u8aac"},"content":{"rendered":"\n<p>\u7dda\u5f62\u56de\u5e30\u306e\u7a2e\u985e\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u7dda\u5f62\u56de\u5e30\u3068\u306f\">\u7dda\u5f62\u56de\u5e30\u3068\u306f\uff1f<\/h2>\n\n\n\n<p>\u7dda\u5f62\u56de\u5e30\u306e\u7dda\u5f62\u306e\u7531\u6765\u306f\u3001\u7dda\u5f62\u7d50\u5408\u304b\u3089\u304d\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u7dda\u5f62\u7d50\u5408\u3068\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5f0f\u3067\u8868\u3055\u308c\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>$$ \\beta_1 X_1 + \\beta_2 X_2 + \\dots + \\beta_n X_n $$<\/p>\n\n\n\n\n\n\n\n<p>\u3053\u3053\u3067 \u03b2 \u306f (\u504f) \u56de\u5e30\u4fc2\u6570\u306e\u63a8\u5b9a\u5024\u3001X \u306f\u5909\u6570\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u504f\u306b\u30ab\u30c3\u30b3\u304c\u3064\u3044\u3066\u3044\u308b\u306e\u306f\u3001\u3057\u3070\u3057\u3070\u7701\u7565\u3055\u308c\u308b\u305f\u3081\u3067\u3001\u5358\u306b\u56de\u5e30\u4fc2\u6570\u3068\u805e\u3044\u3066\u3082\u3001\u591a\u5909\u91cf\u89e3\u6790\u306e\u5834\u5408\u3001\u504f\u56de\u5e30\u4fc2\u6570\u306e\u3053\u3068\u3092\u8a00\u3063\u3066\u3044\u308b\u3068\u601d\u3046\u3068\u3088\u3044\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u7dda\u5f62\u7d50\u5408\u306e\u5f0f\u306f\u3001\u63a8\u5b9a\u5024\u3068\u5909\u6570\u3068\u304c\u639b\u3051\u5408\u308f\u3055\u3063\u3066\u3001\u8db3\u3057\u5408\u308f\u3055\u308b\u3068\u3044\u3046\u5f0f\u3060\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u5f0f\u304c\u76ee\u7684\u5909\u6570\u3092\u4e88\u6e2c\u3059\u308b\u5f0f\u306b\u306a\u308b\u3068\u3044\u3046\u306e\u304c\u7dda\u5f62\u30e2\u30c7\u30eb\u3067\u3001\u305d\u306e\u7dcf\u79f0\u3068\u3057\u3066\u56de\u5e30\u5206\u6790\uff08\u5e83\u7fa9\uff09\u3068\u901a\u5e38\u547c\u3070\u308c\u3066\u3044\u308b\u3082\u306e\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u7dda\u5f62\u56de\u5e30\u306e\u7a2e\u985e\">\u7dda\u5f62\u56de\u5e30\u306e\u7a2e\u985e<\/h2>\n\n\n\n<p>\u7dda\u5f62\u56de\u5e30\uff08\u5e83\u7fa9\u306e\u7dda\u5f62\u30e2\u30c7\u30eb\uff09\u306b\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u6d3e\u751f\u5f62\u304c\u5b58\u5728\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u6df7\u4e71\u3092\u304d\u305f\u3057\u3066\u3044\u308b\u3068\u601d\u3046\u306e\u3067\u3001\u3053\u3053\u3067\u6574\u7406\u3057\u3066\u307f\u305f\u3044\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5206\u985e\u3055\u308c\u308b\u3068\u8003\u3048\u308b\u3068\u3059\u3063\u304d\u308a\u3059\u308b\u3068\u601d\u3046\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7dda\u5f62\u30e2\u30c7\u30eb\uff08\u72ed\u7fa9\uff09linear model<\/li>\n\n\n\n<li>\u4e00\u822c\u7dda\u5f62\u30e2\u30c7\u30eb general linear model<\/li>\n\n\n\n<li>(\u7dda\u5f62) \u6df7\u5408 (\u52b9\u679c) \u30e2\u30c7\u30eb (linear) mixed (effect) model<\/li>\n\n\n\n<li>\u4e00\u822c\u5316\u7dda\u5f62\u30e2\u30c7\u30eb generalized linear model<\/li>\n\n\n\n<li>\u4e00\u822c\u5316\u7dda\u5f62\u6df7\u5408\u30e2\u30c7\u30eb generalized linear mixed model<\/li>\n<\/ul>\n\n\n\n<p>\u4e00\u3064\u4e00\u3064\u5c11\u3057\u8aac\u660e\u3092\u52a0\u3048\u305f\u3044\u3002<\/p>\n\n\n\n<p>\u4e00\u822c\u3068\u4e00\u822c\u5316\u304c\u3042\u308b\u306e\u304c\u3001\u4e00\u756a\u6df7\u4e71\u3057\u3066\u3044\u308b\u3068\u601d\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7dda\u5f62\u30e2\u30c7\u30eb\u72ed\u7fa9\">\u7dda\u5f62\u30e2\u30c7\u30eb\uff08\u72ed\u7fa9\uff09<\/h3>\n\n\n\n<p>\u7dda\u5f62\u30e2\u30c7\u30eb\u3068\u3044\u3046\u540d\u79f0\u3092\u72ed\u7fa9\u3067\u4f7f\u3063\u305f\u5834\u5408\u3001\u76ee\u7684\u5909\u6570\u304c\u9023\u7d9a\u30c7\u30fc\u30bf\u306e\u5358\u56de\u5e30\u30e2\u30c7\u30eb\u3082\u3057\u304f\u306f\u91cd\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u6307\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u5358\u56de\u5e30\u30e2\u30c7\u30eb\u306f\u3001\u8aac\u660e\u5909\u6570\u304c\u4e00\u3064\u3001\u76ee\u7684\u5909\u6570\u304c\u4e00\u3064\u306e\u3001\u56de\u5e30\u76f4\u7dda\u3092\u6c42\u3081\u308b\u8a71\u3060\u3002<\/p>\n\n\n\n<p>\u91cd\u56de\u5e30\u30e2\u30c7\u30eb\u306f\u3001\u8aac\u660e\u5909\u6570\u304c\u591a\u6570\u3001\u76ee\u7684\u5909\u6570\u304c\u4e00\u3064\u306e\u3001\u591a\u5909\u91cf\u56de\u5e30\u5206\u6790\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e00\u822c\u7dda\u5f62\u30e2\u30c7\u30eb\">\u4e00\u822c\u7dda\u5f62\u30e2\u30c7\u30eb<\/h3>\n\n\n\n<p>\u3053\u308c\u304c\u3042\u307e\u308a\u304d\u3061\u3093\u3068\u7406\u89e3\u3055\u308c\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u4e00\u822c\u5316\u7dda\u5f62\u30e2\u30c7\u30eb\u3068\u6df7\u540c\u3055\u308c\u3066\u3044\u305f\u308a\u3001\u4e00\u822c\u5316\u7dda\u5f62\u30e2\u30c7\u30eb\u3092\u4e00\u822c\u7dda\u5f62\u30e2\u30c7\u30eb\u3068\u547c\u3093\u3067\u3057\u307e\u3063\u3066\u3044\u305f\u308a\u3059\u308b\u3068\u601d\u3046\u3002<\/p>\n\n\n\n<p>\u4e00\u822c\u7dda\u5f62\u30e2\u30c7\u30eb\u306f\u3001\u5206\u6563\u5206\u6790\u3001\u5171\u5206\u6563\u5206\u6790\u3001\u591a\u5909\u91cf\u5206\u6563\u5206\u6790\u3001\u591a\u5909\u91cf\u5171\u5206\u6563\u5206\u6790\u3092\u8a00\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u76ee\u7684\u5909\u6570\u304c1\u3064\u306e\u5834\u5408\u3001\u3064\u307e\u308a\u5206\u6563\u5206\u6790\u3084\u5171\u5206\u6563\u5206\u6790\u306f\u3001\u91cd\u56de\u5e30\u30e2\u30c7\u30eb\u3068\u4e00\u81f4\u3059\u308b\u305f\u3081\u3001\u91cd\u56de\u5e30\u30e2\u30c7\u30eb\u3082\u4e00\u822c\u7dda\u5f62\u30e2\u30c7\u30eb\u306b\u542b\u3081\u308b\u3053\u3068\u3082\u3042\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7dda\u5f62-\u6df7\u5408-\u52b9\u679c-\u30e2\u30c7\u30eb\">(\u7dda\u5f62) \u6df7\u5408 (\u52b9\u679c) \u30e2\u30c7\u30eb<\/h3>\n\n\n\n<p>\u7dda\u5f62\u306b\u30ab\u30c3\u30b3\u304c\u3064\u3044\u3066\u3044\u308b\u306e\u306f\u3001\u307b\u3068\u3093\u3069\u306e\u5834\u5408\u306f\u7701\u7565\u3055\u308c\u308b\u304b\u3089\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u52b9\u679c\u306b\u30ab\u30c3\u30b3\u304c\u3064\u3044\u3066\u3044\u308b\u306e\u306f\u3001\u52b9\u679c\u3082\u3064\u3044\u3066\u3044\u305f\u308a\u3001\u7701\u7565\u3055\u308c\u305f\u308a\u3059\u308b\u304b\u3089\u3060\u3002<\/p>\n\n\n\n<p>\u306a\u306e\u3067\u3001\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308b\u304c\u3001\u3059\u3079\u3066\u540c\u3058\u3082\u306e\u3060\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6df7\u5408\u30e2\u30c7\u30eb<\/li>\n\n\n\n<li>\u7dda\u5f62\u6df7\u5408\u30e2\u30c7\u30eb<\/li>\n\n\n\n<li>\u6df7\u5408\u52b9\u679c\u30e2\u30c7\u30eb<\/li>\n\n\n\n<li>\u7dda\u5f62\u6df7\u5408\u52b9\u679c\u30e2\u30c7\u30eb<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u306f\u3001\u76ee\u7684\u3068\u3059\u308c\u3070\u3001\u53cd\u5fa9\u6e2c\u5b9a\u9023\u7d9a\u30c7\u30fc\u30bf\u3092\u91cd\u56de\u5e30\u30e2\u30c7\u30eb\u3067\u6271\u3046\u305f\u3081\u306b\u8003\u3048\u3089\u308c\u305f\u30e2\u30c7\u30eb\u3060\u3002<\/p>\n\n\n\n<p>\u5909\u91cf\u52b9\u679c\u3068\u3044\u3046\u52b9\u679c\u3092\u8003\u3048\u308b\u3053\u3068\u3067\u3001\u5bfe\u8c61\u8005\u304c\u8907\u6570\u56de\u6e2c\u5b9a\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u3092\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<p>\u56fa\u5b9a\u52b9\u679c\u3068\u547c\u3076\u7dda\u5f62\u30e2\u30c7\u30eb\uff08\u72ed\u7fa9\uff09\u306e\u90e8\u5206\u3068\u3001\u5909\u91cf\u52b9\u679c\u3068\u547c\u3076\u53cd\u5fa9\u6e2c\u5b9a\u306e\u90e8\u5206\u304c\u6df7\u3058\u3063\u3066\u3044\u308b\u306e\u3067\u6df7\u5408\u30e2\u30c7\u30eb\u3068\u8a00\u308f\u308c\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e00\u822c\u5316\u7dda\u5f62\u30e2\u30c7\u30eb\">\u4e00\u822c\u5316\u7dda\u5f62\u30e2\u30c7\u30eb<\/h3>\n\n\n\n<p>\u4e00\u822c\u5316\u7dda\u5f62\u30e2\u30c7\u30eb\u306e\u4ee3\u8868\u4f8b\u306f\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u7dda\u5f62\u30e2\u30c7\u30eb\uff08\u72ed\u7fa9\uff09\u306f\u8aa4\u5dee\u9805\u304c\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3046\u3068\u3044\u3046\u898f\u5247\u304c\u3042\u308b\u304c\u3001\u305d\u306e\u898f\u5247\u304c\u306a\u3044\u4e00\u822c\u5316\u3057\u305f\u7dda\u5f62\u30e2\u30c7\u30eb\u3068\u3044\u3046\u610f\u5473\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u76ee\u7684\u5909\u6570\u304c\uff12\u5024\u306e\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u8aa4\u5dee\u9805\u306f\u6b63\u898f\u5206\u5e03\u306b\u5f93\u308f\u306a\u3044\u306e\u3067\u3001\u30e2\u30c7\u30eb\u306e\u5f53\u3066\u306f\u307e\u308a\u306e\u8a3a\u65ad\u306f\u3001\u7dda\u5f62\u30e2\u30c7\u30eb\uff08\u72ed\u7fa9\uff09\u3068\u306f\u7570\u306a\u308b\u65b9\u6cd5\u3067\u3001\u5b9f\u65bd\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<p>\u30dd\u30a2\u30bd\u30f3\u5206\u5e03\u306b\u5f93\u3046\u30a4\u30d9\u30f3\u30c8\u3092\u76ee\u7684\u5909\u6570\u3068\u3057\u305f\u3001\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u30e2\u30c7\u30eb\u3082\u3053\u306e\u30b0\u30eb\u30fc\u30d7\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u8aa4\u5dee\u9805\u304c\u6b63\u898f\u5206\u5e03\u3057\u3066\u3044\u3066\u3082\u3088\u3044\u306e\u3067\u3001\u4e00\u822c\u5316\u7dda\u5f62\u30e2\u30c7\u30eb\u306b\u3001\u91cd\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u542b\u3081\u3066\u8a71\u3059\u3053\u3068\u3082\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u3053\u3046\u3044\u3046\u70b9\u304c\u3084\u3084\u3053\u3057\u3044\u306e\u3060\u3068\u601d\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e00\u822c\u5316\u7dda\u5f62\u6df7\u5408\u30e2\u30c7\u30eb\">\u4e00\u822c\u5316\u7dda\u5f62\u6df7\u5408\u30e2\u30c7\u30eb<\/h3>\n\n\n\n<p>\u4e00\u822c\u5316\u7dda\u5f62\u30e2\u30c7\u30eb\u3001\u4f8b\u3048\u3070\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u306b\u3001\u53cd\u5fa9\u6e2c\u5b9a\u30c7\u30fc\u30bf\u3092\u4f7f\u3048\u308b\u3088\u3046\u306b\u3057\u305f\u306e\u304c\u3001\u4e00\u822c\u5316\u7dda\u5f62\u6df7\u5408\u30e2\u30c7\u30eb\u3068\u306a\u308b\u3002<\/p>\n\n\n\n<p>\u5272\u5408\u304c\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3067\u3001\u8907\u6570\u56de\u6e2c\u5b9a\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u3053\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u3046\u3053\u3068\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<div id=\"biost-670877349\" 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\" 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