{"id":289,"date":"2022-07-09T19:23:14","date_gmt":"2022-07-09T10:23:14","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/how-to-draw-b-spline-curve-in-ezr\/"},"modified":"2025-02-12T23:08:06","modified_gmt":"2025-02-12T14:08:06","slug":"how-to-draw-b-spline-curve-in-ezr","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/how-to-draw-b-spline-curve-in-ezr\/","title":{"rendered":"EZR \u3067 B \u30b9\u30d7\u30e9\u30a4\u30f3\u66f2\u7dda\u3092\u63cf\u304f\u65b9\u6cd5"},"content":{"rendered":"\n<p>\u66f2\u7dda\u306e\u3042\u3066\u306f\u3081\u306e\u4e00\u3064\u3001B \u30b9\u30d7\u30e9\u30a4\u30f3\u66f2\u7dda\u3092\u63cf\u304f\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>EZR \u306e\u30e1\u30cb\u30e5\u30fc\u3092\u501f\u308a\u3066\u5b9f\u65bd\u3059\u308b\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<h2 class=\"wp-block-heading\" id=\"B-\u30b9\u30d7\u30e9\u30a4\u30f3\u66f2\u7dda\u3092\u63cf\u304f\u65b9\u6cd5\u306e\u6982\u8981\">B \u30b9\u30d7\u30e9\u30a4\u30f3\u66f2\u7dda\u3092\u63cf\u304f\u65b9\u6cd5\u306e\u6982\u8981<\/h2>\n\n\n\n<p>\u6982\u8981\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>EZR\u306e\u6a19\u6e96\u30e1\u30cb\u30e5\u30fc\u304b\u3089\u30e2\u30c7\u30eb\u306e\u3042\u3066\u306f\u3081\u3067bs()\u95a2\u6570\u3092\u4f7f\u3063\u3066\u30e2\u30c7\u30eb\u3092\u6c42\u3081\u308b\u3002<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u3092\u5f53\u3066\u306f\u3081\u305fX\u3068Y\u3092\u4f7f\u3063\u3066\u6563\u5e03\u56f3\u3092\u63cf\u3044\u3066\u304a\u304f\u3002<\/li>\n\n\n\n<li>\u4e88\u6e2c\u5024\u3092\u8a08\u7b97\u3055\u305b\u308b\u65b0\u3057\u3044X\u3092\u767a\u751f\u3055\u305b\u308b\u3002<\/li>\n\n\n\n<li>\u65b0\u3057\u3044\uff38\u3068\u30e2\u30c7\u30eb\u304b\u3089\u8a08\u7b97\u3055\u308c\u308b\u4e88\u6e2c\u5024\u3092\u7528\u3044\u3066\u6563\u5e03\u56f3\u4e0a\u306b\u66f2\u7dda\u3092\u63cf\u304f\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"B-\u30b9\u30d7\u30e9\u30a4\u30f3\u66f2\u7dda\u306f-bs-\u95a2\u6570\u3092\u4f7f\u3046\">B \u30b9\u30d7\u30e9\u30a4\u30f3\u66f2\u7dda\u306f bs() \u95a2\u6570\u3092\u4f7f\u3046<\/h2>\n\n\n\n<p>EZR\u306e\u6a19\u6e96\u30e1\u30cb\u30e5\u30fc\u304b\u3089\u30e2\u30c7\u30eb\u306e\u3042\u3066\u306f\u3081\u3067bs()\u95a2\u6570\u3092\u4f7f\u3063\u3066\u30e2\u30c7\u30eb\u3092\u6c42\u3081\u308b\u3002<\/p>\n\n\n\n<p>\u6a19\u6e96\u30e1\u30cb\u30e5\u30fc\u304b\u3089\u2192\u7d71\u8a08\u91cf\u2192\u30e2\u30c7\u30eb\u3078\u306e\u9069\u5408\u2192\u7dda\u5f62\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"463\" height=\"465\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/07\/20220709185143.png\" alt=\"\" class=\"wp-image-1798\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/07\/20220709185143.png 463w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/07\/20220709185143-300x300.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/07\/20220709185143-150x150.png 150w\" sizes=\"(max-width: 463px) 100vw, 463px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u76ee\u7684\u5909\u6570\u3068\u8aac\u660e\u5909\u6570\u3092\u6295\u5165\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u8aac\u660e\u5909\u6570\u3092\u6295\u5165\u3059\u308b\u969b\u306b\u3001\u5909\u6570\u3092\u9078\u629e\u5f8c B-spline \u3068\u3044\u3046\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u56f3\u306e\u3088\u3046\u306b\u6295\u5165\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"981\" height=\"520\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/07\/20220709185410.png\" alt=\"\" class=\"wp-image-1799\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/07\/20220709185410.png 981w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/07\/20220709185410-300x159.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/07\/20220709185410-768x407.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\u30e2\u30c7\u30eb\u304c\u8a08\u7b97\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<p>df=5\uff08\u81ea\u7531\u5ea6\uff09\u306e\u6570\u5024\u3092\u5909\u3048\u308b\u3053\u3068\u3067\u3001\u5f53\u3066\u306f\u3081\u308b\u66f2\u7dda\u304c\u5909\u308f\u308b\u3002<\/p>\n\n\n\n<p>\u30c7\u30d5\u30a9\u30eb\u30c8\u306f\u81ea\u7531\u5ea6\uff15\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<div id=\"biost-3443348172\" 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=\"B-\u30b9\u30d7\u30e9\u30a4\u30f3\u66f2\u7dda\u306e\u571f\u53f0\u3068\u3057\u3066\u6563\u5e03\u56f3\u3092\u66f8\u304f\">B \u30b9\u30d7\u30e9\u30a4\u30f3\u66f2\u7dda\u306e\u571f\u53f0\u3068\u3057\u3066\u6563\u5e03\u56f3\u3092\u66f8\u304f<\/h2>\n\n\n\n<p>\u6b21\u306b\u3001\u30e2\u30c7\u30eb\u3092\u5f53\u3066\u306f\u3081\u305fX\u3068Y\u3092\u4f7f\u3063\u3066\u6563\u5e03\u56f3\u3092\u63cf\u3044\u3066\u304a\u304f\u3002<\/p>\n\n\n\n<p>X\u3068Y\u3092\u4f7f\u3063\u3066\u3001\u6563\u5e03\u56f3\u3092\u63cf\u3044\u3066\u304a\u304f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"723\" height=\"774\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/07\/20220709190409.png\" alt=\"\" class=\"wp-image-1801\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/07\/20220709190409.png 723w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/07\/20220709190409-280x300.png 280w\" sizes=\"(max-width: 723px) 100vw, 723px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>X\u3068Y\u3092\u9078\u3093\u3067OK\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u6563\u5e03\u56f3\u304c\u63cf\u3051\u308b\u3002<\/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\/2022\/07\/20220709190457.png\" alt=\"\" class=\"wp-image-1802\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/07\/20220709190457.png 672w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/07\/20220709190457-300x300.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/07\/20220709190457-150x150.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<p>\u56de\u5e30\u76f4\u7dda\u3082\u81ea\u52d5\u7684\u306b\u63cf\u304b\u308c\u3066\u3001\u6bd4\u8f03\u306b\u306f\u4fbf\u5229\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"B-\u30b9\u30d7\u30e9\u30a4\u30f3\u66f2\u7dda\u306e\u305f\u3081\u306b\u4e88\u6e2c\u5024\u3092\u8a08\u7b97\u3059\u308b\u305f\u3081\u306e-X-\u3092\u767a\u751f\u3055\u305b\u308b\">B \u30b9\u30d7\u30e9\u30a4\u30f3\u66f2\u7dda\u306e\u305f\u3081\u306b\u4e88\u6e2c\u5024\u3092\u8a08\u7b97\u3059\u308b\u305f\u3081\u306e X \u3092\u767a\u751f\u3055\u305b\u308b<\/h2>\n\n\n\n<p>\u3053\u3053\u3067\u3001\u4e88\u6e2c\u5024\u3092\u8a08\u7b97\u3055\u305b\u308b\u65b0\u3057\u3044X\u3092\u767a\u751f\u3055\u305b\u308b\u3002<\/p>\n\n\n\n<p>wbc\u3068\u3044\u3046\u540d\u524d\u3067\u65b0\u305f\u306a\u5909\u6570X\u3092\u4f5c\u308b\u3002<\/p>\n\n\n\n<p>4000\u304b\u30899500\u3092100\u305a\u3064\u306b\u533a\u5207\u3063\u305f\u5909\u6570\u3068\u3057\u305f\u3002<\/p>\n\n\n\n<p>R\u30b9\u30af\u30ea\u30d7\u30c8\u306b\u4ee5\u4e0b\u3092\u66f8\u3044\u3066\u5b9f\u884c\u3059\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>wbc <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">seq<\/span><span class=\"synSpecial\">(<\/span><span class=\"synConstant\">4000<\/span><span class=\"synSpecial\">,<\/span><span class=\"synConstant\">9500<\/span><span class=\"synSpecial\">,<\/span><span class=\"synConstant\">100<\/span><span class=\"synSpecial\">)<\/span>\n<\/code><\/pre>\n\n\n\n<p>\u6563\u5e03\u56f3\u306eX\u8ef8\u306e\u7bc4\u56f2\u3092\u898b\u3066\u3001\u9069\u5207\u3068\u601d\u3046\u4e0a\u9650\u5024\u3001\u4e0b\u9650\u5024\u3001\u9593\u9694\u3092\u5165\u308c\u3066\u3001B\u30b9\u30d7\u30e9\u30a4\u30f3\u66f2\u7dda\u63cf\u753b\u306e\u305f\u3081\u306e\u65b0\u3057\u3044\u5909\u6570X\u3092\u4f5c\u6210\u3059\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"B-\u30b9\u30d7\u30e9\u30a4\u30f3\u66f2\u7dda\u3092\u6563\u5e03\u56f3\u4e0a\u306b\u66f8\u304d\u5165\u308c\u308b\">B \u30b9\u30d7\u30e9\u30a4\u30f3\u66f2\u7dda\u3092\u6563\u5e03\u56f3\u4e0a\u306b\u66f8\u304d\u5165\u308c\u308b<\/h2>\n\n\n\n<p>\u3044\u3088\u3044\u3088\u3001\u65b0\u3057\u3044\uff38\u3068\u30e2\u30c7\u30eb\u304b\u3089\u8a08\u7b97\u3055\u308c\u308b\u4e88\u6e2c\u5024\u3092\u7528\u3044\u3066\u6563\u5e03\u56f3\u4e0a\u306b\u66f2\u7dda\u3092\u63cf\u304f\u3002<\/p>\n\n\n\n<p>\u5148\u307b\u3069\u4f5c\u3063\u305f\u30e2\u30c7\u30eb\uff08\u4eca\u56de\u306fLinearModel.1\u3068\u540d\u524d\u304c\u3064\u3044\u3066\u3044\u308b\u3002\u53f3\u4e0a\u306e\u30e2\u30c7\u30eb\uff1a\u306e\u53f3\u5074\u3092\u78ba\u8a8d\uff09\u3068\u65b0\u3057\u3044\u5909\u6570X\u3092\u4f7f\u3063\u3066\u3001B\u30b9\u30d7\u30e9\u30a4\u30f3\u66f2\u7dda\u3092\u63cf\u3044\u3066\u3044\u304f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full figure-image figure-image-fotolife\"><img decoding=\"async\" width=\"1003\" height=\"884\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/07\/20220709191025.png\" alt=\"\" class=\"wp-image-1803\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/07\/20220709191025.png 1003w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/07\/20220709191025-300x264.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/07\/20220709191025-768x677.png 768w\" sizes=\"(max-width: 1003px) 100vw, 1003px\" \/><figcaption class=\"wp-element-caption\">\u53f3\u4e0a\u306e\u30e2\u30c7\u30eb\u540d\u3092\u78ba\u8a8d<\/figcaption><\/figure>\n\n\n\n<p>X\u3092wbc, Y\u3092LinearModel.1\u304b\u3089\u306e\u4e88\u6e2c\u5024\u3068\u3059\u308b\u66f2\u7dda\u3092\u63cf\u304f\u3002<\/p>\n\n\n\n<p>lines()\u95a2\u6570\u3092\u4f7f\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"synIdentifier\">lines<\/span><span class=\"synSpecial\">(<\/span>wbc<span class=\"synSpecial\">,<\/span><span class=\"synIdentifier\">predict<\/span><span class=\"synSpecial\">(<\/span>LinearModel.1<span class=\"synSpecial\">,<\/span> <span class=\"synType\">data.frame<\/span><span class=\"synSpecial\">(<\/span>WBC.entry<span class=\"synStatement\">=<\/span>wbc<span class=\"synSpecial\">)))<\/span>\n<\/code><\/pre>\n\n\n\n<p>\u3053\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u3092R\u30b9\u30af\u30ea\u30d7\u30c8\u7a93\u306b\u66f8\u3044\u3066\u3001\u5b9f\u884c\u3002<\/p>\n\n\n\n<p>\u3059\u308b\u3068B\u30b9\u30d7\u30e9\u30a4\u30f3\u66f2\u7dda\u304c\u3001\u5148\u307b\u3069\u51fa\u529b\u3057\u305f\u6563\u5e03\u56f3\u306b\u63cf\u304d\u5165\u308c\u3089\u308c\u308b\u3002<\/p>\n\n\n\n<p>\u9ed2\u3044\u5b9f\u7dda\u306e\u66f2\u7dda\u304cB\u30b9\u30d7\u30e9\u30a4\u30f3\u66f2\u7dda\u3067\u3042\u308b\u3002<\/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\/2022\/07\/20220709191240.png\" alt=\"\" class=\"wp-image-1804\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/07\/20220709191240.png 672w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/07\/20220709191240-300x300.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/07\/20220709191240-150x150.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=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>EZR\u3067B\u30b9\u30d7\u30e9\u30a4\u30f3\u66f2\u7dda\u3092\u63cf\u304f\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u305f\u3002<\/p>\n\n\n\n<p>bs()\u95a2\u6570\u3092\u7528\u3044\u305f\u7dda\u5f62\u30e2\u30c7\u30eb\u306e\u3042\u3066\u306f\u3081\u3001predict()\u95a2\u6570\u306b\u3088\u308b\u4e88\u6e2c\u5024\u306e\u8a08\u7b97\u3068\u3001lines()\u95a2\u6570\u306b\u3088\u308bB\u30b9\u30d7\u30e9\u30a4\u30f3\u66f2\u7dda\u306e\u63cf\u753b\u3068\u3044\u3046\u3001\uff13\u3064\u306e\u95a2\u6570\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u6570\u30b9\u30c6\u30c3\u30d7\u3067\u63cf\u753b\u53ef\u80fd\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u53c2\u8003\u306b\u306a\u308c\u3070\u3002<\/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\/3CTWuUg\" data-type=\"link\" 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