{"id":1620,"date":"2023-07-25T15:11:42","date_gmt":"2023-07-25T15:11:42","guid":{"rendered":"https:\/\/statorials.org\/ja\/r-%e3%81%ae%e5%b9%b3%e5%9d%87%e7%b5%b6%e5%af%be%e8%aa%a4%e5%b7%ae\/"},"modified":"2023-07-25T15:11:42","modified_gmt":"2023-07-25T15:11:42","slug":"r-%e3%81%ae%e5%b9%b3%e5%9d%87%e7%b5%b6%e5%af%be%e8%aa%a4%e5%b7%ae","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/r-%e3%81%ae%e5%b9%b3%e5%9d%87%e7%b5%b6%e5%af%be%e8%aa%a4%e5%b7%ae\/","title":{"rendered":"R \u306e\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u7d71\u8a08\u5b66\u3067\u306f\u3001<strong>\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee<\/strong>(MAE) \u306f\u3001\u7279\u5b9a\u306e\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3092\u6e2c\u5b9a\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002\u6b21\u306e\u3088\u3046\u306b\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">MAE = (1\/n) * \u03a3|y <sub>i<\/sub> \u2013 x <sub>i<\/sub> |<\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u03a3\uff1a<\/strong> \u300c\u548c\u300d\u3092\u610f\u5473\u3059\u308b\u30ae\u30ea\u30b7\u30e3\u8a9e\u306e\u8a18\u53f7<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>y <sub>i<\/sub> :<\/strong> <sup>i \u756a\u76ee\u306e<\/sup>\u89b3\u6e2c\u5024\u306e\u89b3\u6e2c\u5024<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>x <sub>i<\/sub> :<\/strong> <sup>i \u756a\u76ee<\/sup>\u306e\u89b3\u6e2c\u5024\u306e\u4e88\u6e2c\u5024<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>n:<\/strong>\u89b3\u6e2c\u5024\u306e\u7dcf\u6570<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\"><strong>Metrics<\/strong>\u30d1\u30c3\u30b1\u30fc\u30b8\u306e<strong>mae (\u5b9f\u969b\u306e\u3001\u4e88\u6e2c)<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001R \u306e\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3092\u8a08\u7b97\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 2 \u3064\u306e\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b 1: 2 \u3064\u306e\u30d9\u30af\u30c8\u30eb\u9593\u306e\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3092\u8a08\u7b97\u3059\u308b<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001\u89b3\u6e2c\u5024\u306e\u30d9\u30af\u30c8\u30eb\u3068\u4e88\u6e2c\u5024\u306e\u30d9\u30af\u30c8\u30eb\u306e\u9593\u306e\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3092\u8a08\u7b97\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: #993300;\">library<\/span> (Metrics)\n\n<span style=\"color: #008080;\">#define observed and predicted values\n<\/span>observed &lt;- c(12, 13, 14, 15, 15, 22, 27, 29, 29, 30, 32)\npredicted &lt;- c(11, 13, 14, 14, 16, 19, 24, 30, 32, 36, 30)\n\n<span style=\"color: #008080;\">#calculate mean absolute error between vectors\n<\/span>mae(observed, predicted)\n\n[1] 1.909091\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee (MAE) \u306f<strong>1.909<\/strong>\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u308c\u306f\u3001\u89b3\u6e2c\u5024\u3068\u4e88\u6e2c\u5024\u306e\u9593\u306e\u5e73\u5747\u7d76\u5bfe\u5dee\u304c 1.909 \u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b 2: \u56de\u5e30\u30e2\u30c7\u30eb\u306e\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3092\u8a08\u7b97\u3059\u308b<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001R \u3067<a href=\"https:\/\/statorials.org\/ja\/\u91cd\u7dda\u5f62\u56de\u5e30r\/\" target=\"_blank\" rel=\"noopener\">\u56de\u5e30\u30e2\u30c7\u30eb\u3092<\/a>\u8fd1\u4f3c\u3057\u3001\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u884c\u308f\u308c\u305f\u4e88\u6e2c\u3068\u5b9f\u969b\u306b\u89b3\u6e2c\u3055\u308c\u305f\u5fdc\u7b54\u5024\u306e\u9593\u306e\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3092\u8a08\u7b97\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: #993300;\">library<\/span> (Metrics)\n\n<span style=\"color: #008080;\">#create data\n<\/span>df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (x1=c(1, 3, 3, 4, 4, 6, 6, 8, 9, 3),\n                 x2=c(7, 7, 4, 10, 13, 12, 17, 19, 20, 34),\n                 y=c(17, 18, 19, 20, 24, 28, 25, 29, 30, 32))\n\n<span style=\"color: #008080;\">#view first six rows of data<\/span>\nhead(df)\n\n  x1 x2 y\n1 1 7 17\n2 3 7 18\n3 3 4 19\n4 4 10 20\n5 4 13 24\n6 6 12 28\n\n<span style=\"color: #008080;\">#fit regression model\n<\/span>model &lt;- lm(y~x1+x2, data=df)\n\n<span style=\"color: #008080;\">#calculate MAE between predicted values and observed values<\/span>\nmae(df$y, predict(model))\n\n[1] 1.238241\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee (MAE) \u306f<strong>1.238<\/strong>\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u308c\u306f\u3001\u89b3\u6e2c\u5024\u3068\u4e88\u6e2c\u5024\u306e\u9593\u306e\u5e73\u5747\u7d76\u5bfe\u5dee\u304c 1.238 \u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e00\u822c\u306b\u3001MAE \u5024\u304c\u4f4e\u3044\u307b\u3069\u3001\u30e2\u30c7\u30eb\u306f\u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u306b\u9069\u5408\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002 2 \u3064\u306e\u7570\u306a\u308b\u30e2\u30c7\u30eb\u3092\u6bd4\u8f03\u3059\u308b\u5834\u5408\u3001\u5404\u30e2\u30c7\u30eb\u306e MAE \u3092\u6bd4\u8f03\u3057\u3066\u3001\u3069\u3061\u3089\u304c\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u6700\u3082\u3088\u304f\u9069\u5408\u3059\u308b\u304b\u3092\u8abf\u3079\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/span><\/h3>\n<p>\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u8a08\u7b97\u6a5f<br \/><a href=\"https:\/\/statorials.org\/ja\/excel\u306e\u7d76\u5bfe\u8aa4\u5dee\u3092\u610f\u5473\u3057\u307e\u3059\/\" target=\"_blank\" rel=\"noopener\">Excel\u3067\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u7d76\u5bfe\u30a8\u30e9\u30fcpython\u3092\u610f\u5473\u3057\u307e\u3059\/\" target=\"_blank\" rel=\"noopener\">Python \u3067\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7d71\u8a08\u5b66\u3067\u306f\u3001\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee(MAE) \u306f\u3001\u7279\u5b9a\u306e\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3092\u6e2c\u5b9a\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002\u6b21\u306e\u3088\u3046\u306b\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002 MAE = (1\/n) * \u03a3|y i \u2013 x i | \u91d1\uff1a \u03a3\uff1a \u300c\u548c\u300d\u3092\u610f\u5473\u3059\u308b\u30ae\u30ea\u30b7\u30e3\u8a9e\u306e\u8a18\u53f7 y i : i [&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-1620","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\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5 - Statorials<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001R \u3067\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee (MAE) \u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u3044\u304f\u3064\u304b\u306e\u4f8b\u3068\u3068\u3082\u306b\u8aac\u660e\u3057\u307e\u3059\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/ja\/r-\u306e\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"R \u3067\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5 - Statorials\" \/>\n<meta property=\"og:description\" content=\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001R \u3067\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee (MAE) \u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u3044\u304f\u3064\u304b\u306e\u4f8b\u3068\u3068\u3082\u306b\u8aac\u660e\u3057\u307e\u3059\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/ja\/r-\u306e\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-25T15:11:42+00:00\" \/>\n<meta name=\"author\" content=\"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/ja\/r-%e3%81%ae%e5%b9%b3%e5%9d%87%e7%b5%b6%e5%af%be%e8%aa%a4%e5%b7%ae\/\",\"url\":\"https:\/\/statorials.org\/ja\/r-%e3%81%ae%e5%b9%b3%e5%9d%87%e7%b5%b6%e5%af%be%e8%aa%a4%e5%b7%ae\/\",\"name\":\"R \u3067\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5 - Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/ja\/#website\"},\"datePublished\":\"2023-07-25T15:11:42+00:00\",\"dateModified\":\"2023-07-25T15:11:42+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/ja\/#\/schema\/person\/86b92d2dd87368b26360d19d9c6a5d83\"},\"description\":\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001R \u3067\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee (MAE) \u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u3044\u304f\u3064\u304b\u306e\u4f8b\u3068\u3068\u3082\u306b\u8aac\u660e\u3057\u307e\u3059\u3002\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/ja\/r-%e3%81%ae%e5%b9%b3%e5%9d%87%e7%b5%b6%e5%af%be%e8%aa%a4%e5%b7%ae\/#breadcrumb\"},\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/ja\/r-%e3%81%ae%e5%b9%b3%e5%9d%87%e7%b5%b6%e5%af%be%e8%aa%a4%e5%b7%ae\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/ja\/r-%e3%81%ae%e5%b9%b3%e5%9d%87%e7%b5%b6%e5%af%be%e8%aa%a4%e5%b7%ae\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u5bb6\",\"item\":\"https:\/\/statorials.org\/ja\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"R \u306e\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/ja\/#website\",\"url\":\"https:\/\/statorials.org\/ja\/\",\"name\":\"Statorials\",\"description\":\"\u7d71\u8a08\u80fd\u529b\u3078\u306e\u30ac\u30a4\u30c9\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/ja\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"ja\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/ja\/#\/schema\/person\/86b92d2dd87368b26360d19d9c6a5d83\",\"name\":\"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/statorials.org\/ja\/#\/schema\/person\/image\/\",\"url\":\"http:\/\/statorials.org\/ja\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"http:\/\/statorials.org\/ja\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb\"},\"description\":\"\u79c1\u306f\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u3067\u3059\u3002\u9000\u8077\u3057\u305f\u7d71\u8a08\u6559\u6388\u304b\u3089\u3001\u5c02\u4efb\u306e Statorials \u6559\u80b2\u8005\u306b\u306a\u308a\u307e\u3057\u305f\u3002 \u7d71\u8a08\u5206\u91ce\u306b\u304a\u3051\u308b\u8c4a\u5bcc\u306a\u7d4c\u9a13\u3068\u5c02\u9580\u77e5\u8b58\u3092\u6d3b\u304b\u3057\u3066\u3001\u79c1\u306f Statorials \u3092\u901a\u3058\u3066\u5b66\u751f\u306b\u529b\u3092\u4e0e\u3048\u308b\u305f\u3081\u306b\u81ea\u5206\u306e\u77e5\u8b58\u3092\u5171\u6709\u3059\u308b\u3053\u3068\u306b\u5c3d\u529b\u3057\u3066\u3044\u307e\u3059\u3002\u3082\u3063\u3068\u77e5\u308b\",\"sameAs\":[\"http:\/\/statorials.org\/ja\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"R \u3067\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5 - Statorials","description":"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001R \u3067\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee (MAE) \u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u3044\u304f\u3064\u304b\u306e\u4f8b\u3068\u3068\u3082\u306b\u8aac\u660e\u3057\u307e\u3059\u3002","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statorials.org\/ja\/r-\u306e\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\/","og_locale":"ja_JP","og_type":"article","og_title":"R \u3067\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5 - Statorials","og_description":"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001R \u3067\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee (MAE) \u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u3044\u304f\u3064\u304b\u306e\u4f8b\u3068\u3068\u3082\u306b\u8aac\u660e\u3057\u307e\u3059\u3002","og_url":"https:\/\/statorials.org\/ja\/r-\u306e\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\/","og_site_name":"Statorials","article_published_time":"2023-07-25T15:11:42+00:00","author":"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb","twitter_card":"summary_large_image","twitter_misc":{"\u57f7\u7b46\u8005":"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/ja\/r-%e3%81%ae%e5%b9%b3%e5%9d%87%e7%b5%b6%e5%af%be%e8%aa%a4%e5%b7%ae\/","url":"https:\/\/statorials.org\/ja\/r-%e3%81%ae%e5%b9%b3%e5%9d%87%e7%b5%b6%e5%af%be%e8%aa%a4%e5%b7%ae\/","name":"R \u3067\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5 - Statorials","isPartOf":{"@id":"https:\/\/statorials.org\/ja\/#website"},"datePublished":"2023-07-25T15:11:42+00:00","dateModified":"2023-07-25T15:11:42+00:00","author":{"@id":"https:\/\/statorials.org\/ja\/#\/schema\/person\/86b92d2dd87368b26360d19d9c6a5d83"},"description":"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001R \u3067\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee (MAE) \u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u3044\u304f\u3064\u304b\u306e\u4f8b\u3068\u3068\u3082\u306b\u8aac\u660e\u3057\u307e\u3059\u3002","breadcrumb":{"@id":"https:\/\/statorials.org\/ja\/r-%e3%81%ae%e5%b9%b3%e5%9d%87%e7%b5%b6%e5%af%be%e8%aa%a4%e5%b7%ae\/#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/ja\/r-%e3%81%ae%e5%b9%b3%e5%9d%87%e7%b5%b6%e5%af%be%e8%aa%a4%e5%b7%ae\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/ja\/r-%e3%81%ae%e5%b9%b3%e5%9d%87%e7%b5%b6%e5%af%be%e8%aa%a4%e5%b7%ae\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u5bb6","item":"https:\/\/statorials.org\/ja\/"},{"@type":"ListItem","position":2,"name":"R \u306e\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5"}]},{"@type":"WebSite","@id":"https:\/\/statorials.org\/ja\/#website","url":"https:\/\/statorials.org\/ja\/","name":"Statorials","description":"\u7d71\u8a08\u80fd\u529b\u3078\u306e\u30ac\u30a4\u30c9","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/statorials.org\/ja\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"ja"},{"@type":"Person","@id":"https:\/\/statorials.org\/ja\/#\/schema\/person\/86b92d2dd87368b26360d19d9c6a5d83","name":"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb","image":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/statorials.org\/ja\/#\/schema\/person\/image\/","url":"http:\/\/statorials.org\/ja\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","contentUrl":"http:\/\/statorials.org\/ja\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","caption":"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb"},"description":"\u79c1\u306f\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u3067\u3059\u3002\u9000\u8077\u3057\u305f\u7d71\u8a08\u6559\u6388\u304b\u3089\u3001\u5c02\u4efb\u306e Statorials \u6559\u80b2\u8005\u306b\u306a\u308a\u307e\u3057\u305f\u3002 \u7d71\u8a08\u5206\u91ce\u306b\u304a\u3051\u308b\u8c4a\u5bcc\u306a\u7d4c\u9a13\u3068\u5c02\u9580\u77e5\u8b58\u3092\u6d3b\u304b\u3057\u3066\u3001\u79c1\u306f Statorials \u3092\u901a\u3058\u3066\u5b66\u751f\u306b\u529b\u3092\u4e0e\u3048\u308b\u305f\u3081\u306b\u81ea\u5206\u306e\u77e5\u8b58\u3092\u5171\u6709\u3059\u308b\u3053\u3068\u306b\u5c3d\u529b\u3057\u3066\u3044\u307e\u3059\u3002\u3082\u3063\u3068\u77e5\u308b","sameAs":["http:\/\/statorials.org\/ja"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/posts\/1620","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/comments?post=1620"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/posts\/1620\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/media?parent=1620"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/categories?post=1620"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/tags?post=1620"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}