{"id":1640,"date":"2023-07-25T13:22:41","date_gmt":"2023-07-25T13:22:41","guid":{"rendered":"https:\/\/statorials.org\/ja\/%e3%83%a9%e3%83%b3%e3%83%88%e3%82%99%e3%82%a4%e3%83%b3%e3%83%86%e3%82%99%e3%83%83%e3%82%af%e3%82%b9\/"},"modified":"2023-07-25T13:22:41","modified_gmt":"2023-07-25T13:22:41","slug":"%e3%83%a9%e3%83%b3%e3%83%88%e3%82%99%e3%82%a4%e3%83%b3%e3%83%86%e3%82%99%e3%83%83%e3%82%af%e3%82%b9","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/%e3%83%a9%e3%83%b3%e3%83%88%e3%82%99%e3%82%a4%e3%83%b3%e3%83%86%e3%82%99%e3%83%83%e3%82%af%e3%82%b9\/","title":{"rendered":"\u30e9\u30f3\u30c9\u6307\u6570\u3068\u306f\u4f55\u3067\u3059\u304b? (\u5b9a\u7fa9\u3068\u4f8b)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>Rand \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306f\u3001<\/strong> 2 \u3064\u306e\u7570\u306a\u308b\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u624b\u6cd5\u9593\u306e\u7d50\u679c\u306e\u985e\u4f3c\u6027\u3092\u6bd4\u8f03\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">Rand \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306f<em>R<\/em>\u3067\u8868\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u6b21\u306e\u3088\u3046\u306b\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong><em>R<\/em> = (a+b) \/ ( <sub>n<\/sub> C <sub>2<\/sub> )<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>a:<\/strong> 2 \u3064\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u65b9\u6cd5\u306b\u5f93\u3063\u3066\u3001\u8981\u7d20\u306e\u30da\u30a2\u304c\u540c\u3058\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u5c5e\u3059\u308b\u56de\u6570\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>b:<\/strong> 2 \u3064\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u624b\u6cd5\u306b\u3088\u308b\u3001\u8981\u7d20\u306e\u30da\u30a2\u304c\u5dee\u5206\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u5c5e\u3059\u308b\u56de\u6570\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong><sub>n<\/sub> C <sub>2<\/sub> :<\/strong> <em>n \u500b<\/em>\u306e\u8981\u7d20\u306e\u30bb\u30c3\u30c8\u5185\u306e\u9806\u5e8f\u306e\u306a\u3044\u30da\u30a2\u306e\u6570\u3002<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Rand \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306f\u5e38\u306b 0 \u304b\u3089 1 \u307e\u3067\u306e\u5024\u3092\u53d6\u308a\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>0:<\/strong> 2 \u3064\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u624b\u6cd5\u304c\u8981\u7d20\u306e\u30da\u30a2\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306b\u95a2\u3057\u3066\u4e00\u81f4\u3057\u306a\u3044\u3053\u3068\u3092\u793a\u3057\u307e\u3059\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>1:<\/strong> 2 \u3064\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u624b\u6cd5\u304c\u8981\u7d20\u306e\u5404\u30da\u30a2\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306b\u95a2\u3057\u3066\u5b8c\u5168\u306b\u4e00\u81f4\u3059\u308b\u3053\u3068\u3092\u793a\u3057\u307e\u3059\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u4f8b\u306f\u3001\u5358\u7d14\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3057\u3066 2 \u3064\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u624b\u6cd5\u9593\u306e Rand \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b: Rand \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u8a08\u7b97\u65b9\u6cd5<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">5 \u3064\u306e\u8981\u7d20\u3067\u69cb\u6210\u3055\u308c\u308b\u6b21\u306e\u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u304c\u3042\u308b\u3068\u3057\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8: {A\u3001B\u3001C\u3001D\u3001E}<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u305d\u3057\u3066\u3001\u5404\u8981\u7d20\u3092\u6b21\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u914d\u7f6e\u3059\u308b 2 \u3064\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u624b\u6cd5\u3092\u4f7f\u7528\u3059\u308b\u3068\u3057\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u65b9\u6cd5 1 \u306e\u30af\u30e9\u30b9\u30bf\u30fc: {1, 1, 1, 2, 2}<\/span><\/li>\n<li><span style=\"color: #000000;\">\u30af\u30e9\u30b9\u30bf\u65b9\u6cd5 2: {1, 1, 2, 2, 3}<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u3053\u308c\u3089\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u624b\u6cd5\u9593\u306e Rand \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u8a08\u7b97\u3059\u308b\u306b\u306f\u3001\u307e\u305a 5 \u8981\u7d20\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u8003\u3048\u3089\u308c\u308b\u9806\u5e8f\u4ed8\u3051\u3055\u308c\u3066\u3044\u306a\u3044\u30da\u30a2\u3092\u3059\u3079\u3066\u66f8\u304d\u7559\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u9806\u5e8f\u306a\u3057\u30da\u30a2: {A, B}\u3001{A, C}\u3001{A, D}\u3001{A, E}\u3001{B, C}\u3001{B, D}\u3001{B, E}\u3001{C, D } \u3001{C\u3001E}\u3001{D\u3001E}<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u9806\u5e8f\u4ed8\u3051\u3089\u308c\u3066\u3044\u306a\u3044\u30da\u30a2\u306f<strong>10 \u500b<\/strong>\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306b\u3001\u4e21\u65b9\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u65b9\u6cd5\u3067\u540c\u3058\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u5c5e\u3059\u308b\u9806\u5e8f\u306a\u3057\u30da\u30a2\u306e\u6570\u3092\u8868\u3059<strong>a<\/strong>\u3092\u8a08\u7b97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">{AB}<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u3053\u306e\u5834\u5408\u3001 a = <strong>1<\/strong>\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306b\u30012 \u3064\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u65b9\u6cd5\u3067\u7570\u306a\u308b\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u5c5e\u3059\u308b\u9806\u5e8f\u306a\u3057\u30da\u30a2\u306e\u6570\u3092\u8868\u3059<strong>b<\/strong>\u3092\u8a08\u7b97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">{A\u3001D}\u3001{A\u3001E}\u3001{B\u3001D}\u3001{B\u3001E}\u3001{C\u3001E}<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u3053\u306e\u5834\u5408\u3001 b = <strong>5<\/strong>\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6700\u5f8c\u306b\u3001\u6b21\u306e\u3088\u3046\u306b Rand \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><em>R<\/em> = (a+b) \/ ( <sub>n<\/sub> C <sub>2<\/sub> )<\/span><\/li>\n<li> <span style=\"color: #000000;\"><em>R<\/em> = (1+5) \/ 10<\/span><\/li>\n<li> <span style=\"color: #000000;\"><em>R<\/em> = 6\/10<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u30e9\u30f3\u30c9\u6307\u6570\u306f<strong>0.6<\/strong>\u3067\u3059\u3002<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>R \u3067 Rand \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\"><strong>fossil<\/strong>\u30d1\u30c3\u30b1\u30fc\u30b8\u306e<strong>rand.index()<\/strong>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001R \u306e 2 \u3064\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u624b\u6cd5\u9593\u306e Rand \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #993300;\">library<\/span> (fossil)\n\n<span style=\"color: #008080;\">#define clusters\n<\/span>method1 &lt;- c(1, 1, 1, 2, 2)\nmethod2 &lt;- c(1, 1, 2, 2, 3)\n\n<span style=\"color: #008080;\">#calculate Rand index between clustering methods\n<\/span>rand. <span style=\"color: #3366ff;\">index<\/span> (method1, method2)\n\n[1] 0.6\n<\/strong><\/span><\/pre>\n<p><span style=\"color: #000000;\">\u30e9\u30f3\u30c9\u6307\u6570\u306f<strong>0.6<\/strong>\u3067\u3059\u3002\u3053\u308c\u306f\u624b\u52d5\u3067\u8a08\u7b97\u3057\u305f\u5024\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Python \u3067 Rand \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">Python \u3067\u6b21\u306e\u95a2\u6570\u3092\u5b9a\u7fa9\u3057\u3066\u30012 \u3064\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u9593\u306e Rand \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n<span style=\"color: #008000;\">from<\/span> scipy. <span style=\"color: #3366ff;\">special<\/span> <span style=\"color: #008000;\">import<\/span> comb\n\n<span style=\"color: #008080;\">#define Rand index function\n<\/span><span style=\"color: #008000;\">def<\/span> <span style=\"color: #993300;\">rand_index<\/span> (actual, pred):\n\n    tp_plus_fp = comb(np. <span style=\"color: #3366ff;\">bincount<\/span> (actual), 2). <span style=\"color: #3366ff;\">sum<\/span> ()\n    tp_plus_fn = comb(np. <span style=\"color: #3366ff;\">bincount<\/span> (pred), 2). <span style=\"color: #3366ff;\">sum<\/span> ()\n    A = np. <span style=\"color: #3366ff;\">c_<\/span> [(actual, pred)]\n    tp = sum(comb( <span style=\"color: #3366ff;\">np.bincount<\/span> (A[A[:, 0] == i, 1]), 2) <span style=\"color: #3366ff;\">.sum<\/span> ()\n             <span style=\"color: #008000;\">for<\/span> i <span style=\"color: #008000;\">in<\/span> set(actual))\n    fp = tp_plus_fp - tp\n    fn = tp_plus_fn - tp\n    tn = comb(len(A), 2) - tp - fp - fn\n    <span style=\"color: #008000;\">return<\/span> (tp + tn) \/ (tp + fp + fn + tn)\n\n<span style=\"color: #008080;\">#calculate Rand index\n<\/span>rand_index([1, 1, 1, 2, 2], [1, 1, 2, 2, 3])\n\n0.6<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Rand \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306f<strong>0.6<\/strong>\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u524d\u306e\u4f8b\u3067\u8a08\u7b97\u3055\u308c\u305f\u5024\u306b\u5bfe\u5fdc\u3057\u307e\u3059\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\/k-\u306f-r-\u3066\u3099\u30af\u3099\u30eb\u30fc\u30d5\u309a\u5316\u3059\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\/\" target=\"_blank\" rel=\"noopener\">K-Means \u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306e\u6982\u8981<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/r-\u306e-k-medoid\/\" target=\"_blank\" rel=\"noopener\">K-Medoids \u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306e\u6982\u8981<\/a><br \/>\u968e\u5c64\u7684\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306e\u6982\u8981<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Rand \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306f\u3001 2 \u3064\u306e\u7570\u306a\u308b\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u624b\u6cd5\u9593\u306e\u7d50\u679c\u306e\u985e\u4f3c\u6027\u3092\u6bd4\u8f03\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002 Rand \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306fR\u3067\u8868\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u6b21\u306e\u3088\u3046\u306b\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002 R = (a+b) \/ ( n C 2 ) \u91d1\uff1a [&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-1640","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>\u30e9\u30f3\u30c9\u6307\u6570\u3068\u306f\u4f55\u3067\u3059\u304b? (\u5b9a\u7fa9\u3068\u4f8b) - \u7d71\u8a08\u5b66<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u5f0f\u3068\u3044\u304f\u3064\u304b\u306e\u4f8b\u3092\u542b\u3081\u3066 Rand \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306b\u3064\u3044\u3066\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\/\u30e9\u30f3\u30c8\u3099\u30a4\u30f3\u30c6\u3099\u30c3\u30af\u30b9\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u30e9\u30f3\u30c9\u6307\u6570\u3068\u306f\u4f55\u3067\u3059\u304b? (\u5b9a\u7fa9\u3068\u4f8b) - \u7d71\u8a08\u5b66\" \/>\n<meta property=\"og:description\" content=\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u5f0f\u3068\u3044\u304f\u3064\u304b\u306e\u4f8b\u3092\u542b\u3081\u3066 Rand \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/ja\/\u30e9\u30f3\u30c8\u3099\u30a4\u30f3\u30c6\u3099\u30c3\u30af\u30b9\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-25T13:22:41+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\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/ja\/%e3%83%a9%e3%83%b3%e3%83%88%e3%82%99%e3%82%a4%e3%83%b3%e3%83%86%e3%82%99%e3%83%83%e3%82%af%e3%82%b9\/\",\"url\":\"https:\/\/statorials.org\/ja\/%e3%83%a9%e3%83%b3%e3%83%88%e3%82%99%e3%82%a4%e3%83%b3%e3%83%86%e3%82%99%e3%83%83%e3%82%af%e3%82%b9\/\",\"name\":\"\u30e9\u30f3\u30c9\u6307\u6570\u3068\u306f\u4f55\u3067\u3059\u304b? (\u5b9a\u7fa9\u3068\u4f8b) - \u7d71\u8a08\u5b66\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/ja\/#website\"},\"datePublished\":\"2023-07-25T13:22:41+00:00\",\"dateModified\":\"2023-07-25T13:22:41+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/ja\/#\/schema\/person\/86b92d2dd87368b26360d19d9c6a5d83\"},\"description\":\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u5f0f\u3068\u3044\u304f\u3064\u304b\u306e\u4f8b\u3092\u542b\u3081\u3066 Rand \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/ja\/%e3%83%a9%e3%83%b3%e3%83%88%e3%82%99%e3%82%a4%e3%83%b3%e3%83%86%e3%82%99%e3%83%83%e3%82%af%e3%82%b9\/#breadcrumb\"},\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/ja\/%e3%83%a9%e3%83%b3%e3%83%88%e3%82%99%e3%82%a4%e3%83%b3%e3%83%86%e3%82%99%e3%83%83%e3%82%af%e3%82%b9\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/ja\/%e3%83%a9%e3%83%b3%e3%83%88%e3%82%99%e3%82%a4%e3%83%b3%e3%83%86%e3%82%99%e3%83%83%e3%82%af%e3%82%b9\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u5bb6\",\"item\":\"https:\/\/statorials.org\/ja\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u30e9\u30f3\u30c9\u6307\u6570\u3068\u306f\u4f55\u3067\u3059\u304b? (\u5b9a\u7fa9\u3068\u4f8b)\"}]},{\"@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":"\u30e9\u30f3\u30c9\u6307\u6570\u3068\u306f\u4f55\u3067\u3059\u304b? (\u5b9a\u7fa9\u3068\u4f8b) - \u7d71\u8a08\u5b66","description":"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u5f0f\u3068\u3044\u304f\u3064\u304b\u306e\u4f8b\u3092\u542b\u3081\u3066 Rand \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306b\u3064\u3044\u3066\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\/\u30e9\u30f3\u30c8\u3099\u30a4\u30f3\u30c6\u3099\u30c3\u30af\u30b9\/","og_locale":"ja_JP","og_type":"article","og_title":"\u30e9\u30f3\u30c9\u6307\u6570\u3068\u306f\u4f55\u3067\u3059\u304b? (\u5b9a\u7fa9\u3068\u4f8b) - \u7d71\u8a08\u5b66","og_description":"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u5f0f\u3068\u3044\u304f\u3064\u304b\u306e\u4f8b\u3092\u542b\u3081\u3066 Rand \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002","og_url":"https:\/\/statorials.org\/ja\/\u30e9\u30f3\u30c8\u3099\u30a4\u30f3\u30c6\u3099\u30c3\u30af\u30b9\/","og_site_name":"Statorials","article_published_time":"2023-07-25T13:22:41+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","\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593":"1\u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/ja\/%e3%83%a9%e3%83%b3%e3%83%88%e3%82%99%e3%82%a4%e3%83%b3%e3%83%86%e3%82%99%e3%83%83%e3%82%af%e3%82%b9\/","url":"https:\/\/statorials.org\/ja\/%e3%83%a9%e3%83%b3%e3%83%88%e3%82%99%e3%82%a4%e3%83%b3%e3%83%86%e3%82%99%e3%83%83%e3%82%af%e3%82%b9\/","name":"\u30e9\u30f3\u30c9\u6307\u6570\u3068\u306f\u4f55\u3067\u3059\u304b? (\u5b9a\u7fa9\u3068\u4f8b) - \u7d71\u8a08\u5b66","isPartOf":{"@id":"https:\/\/statorials.org\/ja\/#website"},"datePublished":"2023-07-25T13:22:41+00:00","dateModified":"2023-07-25T13:22:41+00:00","author":{"@id":"https:\/\/statorials.org\/ja\/#\/schema\/person\/86b92d2dd87368b26360d19d9c6a5d83"},"description":"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u5f0f\u3068\u3044\u304f\u3064\u304b\u306e\u4f8b\u3092\u542b\u3081\u3066 Rand \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002","breadcrumb":{"@id":"https:\/\/statorials.org\/ja\/%e3%83%a9%e3%83%b3%e3%83%88%e3%82%99%e3%82%a4%e3%83%b3%e3%83%86%e3%82%99%e3%83%83%e3%82%af%e3%82%b9\/#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/ja\/%e3%83%a9%e3%83%b3%e3%83%88%e3%82%99%e3%82%a4%e3%83%b3%e3%83%86%e3%82%99%e3%83%83%e3%82%af%e3%82%b9\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/ja\/%e3%83%a9%e3%83%b3%e3%83%88%e3%82%99%e3%82%a4%e3%83%b3%e3%83%86%e3%82%99%e3%83%83%e3%82%af%e3%82%b9\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u5bb6","item":"https:\/\/statorials.org\/ja\/"},{"@type":"ListItem","position":2,"name":"\u30e9\u30f3\u30c9\u6307\u6570\u3068\u306f\u4f55\u3067\u3059\u304b? (\u5b9a\u7fa9\u3068\u4f8b)"}]},{"@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\/1640","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=1640"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/posts\/1640\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/media?parent=1640"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/categories?post=1640"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/ja\/wp-json\/wp\/v2\/tags?post=1640"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}