{"id":137,"date":"2019-03-07T18:12:32","date_gmt":"2019-03-07T18:12:32","guid":{"rendered":"https:\/\/oidema-jp.com\/media\/2019-03-07-181232\/"},"modified":"2019-03-07T18:12:32","modified_gmt":"2019-03-07T18:12:32","slug":"2019-03-07-181232","status":"publish","type":"post","link":"https:\/\/oidema-jp.com\/media\/2019-03-07-181232\/","title":{"rendered":"\u3010JDLA\u3011G\u691c\u5b9a\u53d7\u9a13\u306b\u5411\u3051\u305f\u30e1\u30e2 ~part4~"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_81 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-181232\/#G%E6%A4%9C%E5%AE%9A%E3%81%A8%E3%81%AF\" >G\u691c\u5b9a\u3068\u306f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-181232\/#K-means\" >K-means<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-181232\/#%E3%82%AF%E3%83%A9%E3%82%B9%E3%82%BF%EF%BC%88cluster%EF%BC%89\" >\u30af\u30e9\u30b9\u30bf\uff08cluster\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-181232\/#k-means%E3%81%AE%E3%82%A2%E3%83%97%E3%83%AD%E3%83%BC%E3%83%81\" >k-means\u306e\u30a2\u30d7\u30ed\u30fc\u30c1<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-181232\/#%E4%B8%BB%E6%88%90%E5%88%86%E5%88%86%E6%9E%90%EF%BC%88Principal_Component_Analysis_PCA%EF%BC%89\" >\u4e3b\u6210\u5206\u5206\u6790\uff08Principal Component Analysis, PCA\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-181232\/#%E6%AC%A1%E5%85%83%E5%89%8A%E6%B8%9B%E3%81%99%E3%82%8B%E3%81%93%E3%81%A8%E3%81%AE%E3%83%A1%E3%83%AA%E3%83%83%E3%83%88\" >\u6b21\u5143\u524a\u6e1b\u3059\u308b\u3053\u3068\u306e\u30e1\u30ea\u30c3\u30c8<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-181232\/#%E6%A9%9F%E6%A2%B0%E5%AD%A6%E7%BF%92%E3%81%AE%E7%9B%AE%E7%9A%84\" >\u6a5f\u68b0\u5b66\u7fd2\u306e\u76ee\u7684<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-181232\/#%E6%89%8B%E6%B3%95%E3%81%AE%E8%A9%95%E4%BE%A1\" >\u624b\u6cd5\u306e\u8a55\u4fa1<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-181232\/#%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E5%88%A9%E7%94%A8%E6%96%B9%E6%B3%95\" >\u30c7\u30fc\u30bf\u306e\u5229\u7528\u65b9\u6cd5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-181232\/#%E4%BA%A4%E5%B7%AE%E6%A4%9C%E8%A8%BC%E3%81%AE%E7%A8%AE%E9%A1%9E\" >\u4ea4\u5dee\u691c\u8a3c\u306e\u7a2e\u985e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-181232\/#%E6%B7%B7%E5%90%8C%E8%A1%8C%E5%88%97%EF%BC%88Confusion_Matrix%EF%BC%89\" >\u6df7\u540c\u884c\u5217\uff08Confusion Matrix\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-181232\/#%E6%AD%A3%E8%A7%A3%E7%8E%87%EF%BC%88Accuracy%EF%BC%89\" >\u6b63\u89e3\u7387\uff08Accuracy\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-181232\/#%E9%81%A9%E5%90%88%E7%8E%87%EF%BC%88Precision%EF%BC%89\" >\u9069\u5408\u7387\uff08Precision\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-181232\/#%E5%86%8D%E7%8F%BE%E7%8E%87%EF%BC%88recall%EF%BC%89\" >\u518d\u73fe\u7387\uff08recall\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-181232\/#F%E5%80%A4%EF%BC%88F_measure%EF%BC%89\" >F\u5024\uff08F measure\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-181232\/#%E3%82%AA%E3%83%BC%E3%83%90%E3%83%BC%E3%83%95%E3%82%A3%E3%83%83%E3%83%86%E3%82%A3%E3%83%B3%E3%82%B0\" >\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-181232\/#%E6%AD%A3%E5%89%87%E5%8C%96\" >\u6b63\u5247\u5316<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-181232\/#%E3%82%A2%E3%83%B3%E3%83%80%E3%83%BC%E3%83%95%E3%82%A3%E3%83%83%E3%83%86%E3%82%A3%E3%83%B3%E3%82%B0\" >\u30a2\u30f3\u30c0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-181232\/#L1%E6%AD%A3%E5%89%87%E5%8C%96\" >L1\u6b63\u5247\u5316<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/oidema-jp.com\/media\/2019-03-07-181232\/#L2%E6%AD%A3%E5%89%87%E5%8C%96\" >L2\u6b63\u5247\u5316<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 id=\"i-0\"><span class=\"ez-toc-section\" id=\"G%E6%A4%9C%E5%AE%9A%E3%81%A8%E3%81%AF\"><\/span>G\u691c\u5b9a\u3068\u306f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4e00\u822c\u793e\u56e3\u6cd5\u4eba\u65e5\u672c<a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%A5%C7%A5%A3%A1%BC%A5%D7%A5%E9%A1%BC%A5%CB%A5%F3%A5%B0\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/a>\u5354\u4f1a\uff08JDLA\uff09\u304c\u5b9f\u65bd\u3059\u308b\u8cc7\u683c\u8a66\u9a13\u3002<\/p>\n<p>\u5c0f\u50e7\u304c\u53d7\u9a13\u3059\u308b\u306e\u306f<span style=\"color: #0000cc\"><b>G\u691c\u5b9a<\/b><\/span>\u3067\u5408\u683c\u3067\u304d\u305f\u3082\u306e\u306fJDLA\u3088\u308a\u4e0b\u8a18\u306e\u8a8d\u5b9a\u3092\u53d7\u3051\u53d6\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n<blockquote>\n<p><a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%A5%C7%A5%A3%A1%BC%A5%D7%A5%E9%A1%BC%A5%CB%A5%F3%A5%B0\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/a>\u306e\u57fa\u790e\u77e5\u8b58\u3092\u6709\u3057\u3001\u9069\u5207\u306a\u6d3b\u7528\u65b9\u91dd\u3092\u6c7a\u5b9a\u3057\u3066\u4e8b\u696d\u5fdc\u7528\u3059\u308b\u80fd\u529b\u3092\u6301\u3064\u4eba\u6750<\/p>\n<\/blockquote>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fwww.jdla.org%2Fbusiness%2Fcertificate%2F\" title=\"\u4eba\u6750\u80b2\u6210 | \u4e00\u822c\u793e\u56e3\u6cd5\u4eba \u65e5\u672c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u5354\u4f1a Japan Deep Learning Association\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\"><\/iframe><cite class=\"hatena-citation\"><a href=\"https:\/\/www.jdla.org\/business\/certificate\/\">www.jdla.org<\/a><\/cite><\/p>\n<p>\u4eca\u56de\u3082<a href=\"https:\/\/oidema-jp.com\/media\/entry\/2019\/03\/07\/160833\">\u524d\u56de~part3~<\/a>\u306b\u5f15\u304d\u7d9a\u304dG\u691c\u5b9a\u53d7\u9a13\u306b\u3080\u3051\u305f\u5185\u5bb9\u3092\u30e1\u30e2\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h2 id=\"i-1\"><span class=\"ez-toc-section\" id=\"K-means\"><\/span>K-means<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%B6%B5%BB%D5%A4%CA%A4%B7%B3%D8%BD%AC\">\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/a>\u306f\u5165\u529b\u30c7\u30fc\u30bf\u306b\u3042\u308b\u69cb\u9020\u3084\u7279\u5fb4\u3092\u3064\u304b\u3080\u305f\u3081\u306e\u3082\u306e\u3067\u3001K-means\u3068\u547c\u3070\u308c\u308b\u624b\u6cd5\u306f\u30c7\u30fc\u30bf\u3092K\u500b\u306e\u30b0\u30eb\u30fc\u30d7\u306b\u5206\u3051\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u308b<\/p>\n<p>\u305f\u3060\u3057\u3053\u306eK\u500b\u306fK\u306f\u81ea\u5206\u3067\u8a2d\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b<\/p>\n<h2 id=\"i-2\"><span class=\"ez-toc-section\" id=\"%E3%82%AF%E3%83%A9%E3%82%B9%E3%82%BF%EF%BC%88cluster%EF%BC%89\"><\/span><a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%A5%AF%A5%E9%A5%B9%A5%BF\">\u30af\u30e9\u30b9\u30bf<\/a>\uff08cluster\uff09<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>K\u500b\u306e\u30b0\u30eb\u30fc\u30d7\u306e\u3053\u3068\u3092<b><a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%A5%AF%A5%E9%A5%B9%A5%BF\">\u30af\u30e9\u30b9\u30bf<\/a><\/b>\u3068\u547c\u3073\u3001K-means\u3092\u7528\u3044\u305f\u5206\u6790\u306e\u3053\u3068\u3092<b><a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%A5%AF%A5%E9%A5%B9%A5%BF\">\u30af\u30e9\u30b9\u30bf<\/a>\u5206\u6790<\/b>\u3068\u3088\u3076<\/p>\n<h2 id=\"i-3\"><span class=\"ez-toc-section\" id=\"k-means%E3%81%AE%E3%82%A2%E3%83%97%E3%83%AD%E3%83%BC%E3%83%81\"><\/span>k-means\u306e\u30a2\u30d7\u30ed\u30fc\u30c1<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>\u9069\u5f53\u306b\u30c7\u30fc\u30bf\u3092k\u500b\u306e<a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%A5%AF%A5%E9%A5%B9%A5%BF\">\u30af\u30e9\u30b9\u30bf<\/a>\u306b\u632f\u308a\u5206\u3051\u308b<\/li>\n<li>\u5404<a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%A5%AF%A5%E9%A5%B9%A5%BF\">\u30af\u30e9\u30b9\u30bf<\/a>\u306e\u91cd\u5fc3\u3092\u6c42\u3081\u308b<\/li>\n<li>\u6c42\u307e\u3063\u305f\u91cd\u5fc3\u3068\u5404\u30c7\u30fc\u30bf\u3068\u306e\u8ddd\u96e2\u3092\u6c42\u3081\u3001\u5404\u30c7\u30fc\u30bf\u306b\u6700\u3082\u8ddd\u96e2\u304c\u8fd1\u3044\u91cd\u5fc3\u306b\u5bfe\u5fdc\u3059\u308b<a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%A5%AF%A5%E9%A5%B9%A5%BF\">\u30af\u30e9\u30b9\u30bf<\/a>\u306b\u632f\u308a\u5206\u3051\u76f4\u3059<\/li>\n<li>\u91cd\u5fc3\u306e\u4f4d\u7f6e\u304c\u5909\u5316\u3057\u306a\u304f\u306a\u308b\u307e\u30672~3\u70b9\u76ee\u3092\u7e70\u308a\u8fd4\u3059<\/li>\n<\/ul>\n<h2 id=\"i-4\"><span class=\"ez-toc-section\" id=\"%E4%B8%BB%E6%88%90%E5%88%86%E5%88%86%E6%9E%90%EF%BC%88Principal_Component_Analysis_PCA%EF%BC%89\"><\/span>\u4e3b\u6210\u5206\u5206\u6790\uff08Principal Component Analysis, PCA\uff09<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>PCA\u306f\u30c7\u30fc\u30bf\u306e\u7279\u5fb4\u91cf\u306e\u76f8\u95a2\u95a2\u4fc2\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u30c7\u30fc\u30bf\u306e\u69cb\u9020\u3092\u3064\u304b\u3080\u624b\u6cd5<br \/>\n\u7279\u5fb4\u91cf\u6570\u304c\u591a\u3044\u5834\u5408\u306b\u7528\u3044\u3089\u308c\u3001\u76f8\u95a2\u3092\u3082\u3064\u591a\u6570\u306e\u7279\u5fb4\u91cf\u304b\u3089\u3001\u76f8\u95a2\u306e\u306a\u3044\u5c11\u6570\u306e\u7279\u5fb4\u91cf\u3078\u3068\u6b21\u5143\u524a\u6e1b\u3059\u308b\u3053\u3068\u304c\u4e3b\u305f\u308b\u76ee\u7684<\/p>\n<p>\u3053\u3053\u3067\u5f97\u3089\u308c\u308b\u5c11\u6570\u306e\u7279\u5fb4\u91cf\u3092<b>\u4e3b\u6210\u5206<\/b>\u3068\u3044\u3046<\/p>\n<h2 id=\"i-5\"><span class=\"ez-toc-section\" id=\"%E6%AC%A1%E5%85%83%E5%89%8A%E6%B8%9B%E3%81%99%E3%82%8B%E3%81%93%E3%81%A8%E3%81%AE%E3%83%A1%E3%83%AA%E3%83%83%E3%83%88\"><\/span>\u6b21\u5143\u524a\u6e1b\u3059\u308b\u3053\u3068\u306e\u30e1\u30ea\u30c3\u30c8<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%B5%A1%B3%A3%B3%D8%BD%AC\">\u6a5f\u68b0\u5b66\u7fd2<\/a>\u3067\u7528\u3044\u308b\u7279\u5fb4\u91cf\u306f\u6b21\u5143\u304c\u591a\u304f\u306a\u308a\u304c\u3061\u3060\u304c\u3001\u6b21\u5143\u524a\u6e1b\u3092\u3059\u308b\u3053\u3068\u3067\u3001\u5b66\u7fd2\u306b\u304b\u304b\u308b\u6642\u9593\u3092\u6e1b\u3089\u3057\u305f\u308a\u3001\u3042\u308b\u3044\u308f\u30c7\u30fc\u30bf\u3092\u53ef\u8996\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b<\/p>\n<h2 id=\"i-6\"><span class=\"ez-toc-section\" id=\"%E6%A9%9F%E6%A2%B0%E5%AD%A6%E7%BF%92%E3%81%AE%E7%9B%AE%E7%9A%84\"><\/span><a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%B5%A1%B3%A3%B3%D8%BD%AC\">\u6a5f\u68b0\u5b66\u7fd2<\/a>\u306e\u76ee\u7684<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%B5%A1%B3%A3%B3%D8%BD%AC\">\u6a5f\u68b0\u5b66\u7fd2<\/a>\u3067\u306f\u624b\u5143\u306e\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u30c7\u30fc\u30bf\u306e\u7279\u5fb4\u3092\u63b4\u307f\u3001\u672a\u77e5\u306e\u30c7\u30fc\u30bf\u304c\u4e0e\u3048\u3089\u308c\u305f\u969b\u306b\u3069\u3093\u306a\u30d1\u30bf\u30fc\u30f3\u306b\u306a\u308b\u304b\u3092\u8b58\u5225\u30fb\u4e88\u6e2c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3053\u3068<\/p>\n<h2 id=\"i-7\"><span class=\"ez-toc-section\" id=\"%E6%89%8B%E6%B3%95%E3%81%AE%E8%A9%95%E4%BE%A1\"><\/span>\u624b\u6cd5\u306e\u8a55\u4fa1<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%B5%A1%B3%A3%B3%D8%BD%AC\">\u6a5f\u68b0\u5b66\u7fd2<\/a>\u306e\u76ee\u7684\u306b\u306a\u3089\u3044\u624b\u6cd5\u3092\u8a55\u4fa1\u3059\u308b\u5834\u5408\u3067\u3082<b>\u672a\u77e5\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u4e88\u6e2c\u80fd\u529b\u3092\u691c\u8a3c\u3059\u308b<\/b>\u3053\u3068\u304c\u5fc5\u8981\u3001\u3057\u304b\u3057\u524d\u8ff0\u306e\u901a\u308a\u672a\u77e5\u306e\u30c7\u30fc\u30bf\u306e\u305f\u3081\u6e96\u5099\u304c\u56f0\u96e3\u3067\u3042\u308b\u305f\u3081<b>\u64ec\u4f3c\u7684\u306b\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b<\/b><\/p>\n<h2 id=\"i-8\"><span class=\"ez-toc-section\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E5%88%A9%E7%94%A8%E6%96%B9%E6%B3%95\"><\/span>\u30c7\u30fc\u30bf\u306e\u5229\u7528\u65b9\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u624b\u6cd5\u306e\u8a55\u4fa1\u3067\u306f\u672a\u77e5\u306e\u30c7\u30fc\u30bf\u3092\u6e96\u5099\u3059\u308b\u3053\u3068\u304c\u96e3\u3057\u3044\u305f\u3081\u3001\u4e88\u3081\u7528\u610f\u3067\u304d\u308b\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u7528\u30c7\u30fc\u30bf\u3068\u3001\u8a55\u4fa1\u7528\u30c7\u30fc\u30bf\u306b\u30e9\u30f3\u30c0\u30e0\u306b\u5206\u5272\u3057\u3066\u8a55\u4fa1\u3059\u308b\u3002<\/p>\n<p>\u5206\u5272\u3057\u3066\u30c7\u30fc\u30bf\u306e\u3046\u3061\u5b66\u7fd2\u7528\u30c7\u30fc\u30bf\u3092<b>\u8a13\u7df4\u30c7\u30fc\u30bf<\/b>\u3001\u8a55\u4fa1\u7528\u306e\u30c7\u30fc\u30bf\u3092<b>\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf<\/b>\u3068\u547c\u3076\u3002\u307e\u305f\u3053\u306e\u3088\u3046\u306b\u30c7\u30fc\u30bf\u3092\u5206\u5272\u3057\u3066\u8a55\u4fa1\u3092\u3059\u308b\u3053\u3068\u3092<b>\u4ea4\u5dee\u691c\u8a3c<\/b>\u3068\u3044\u3046<\/p>\n<p>\u307e\u305f\u8a13\u7df4\u30c7\u30fc\u30bf\u3092\u66f4\u306b\u5206\u5272\u3057\u3001<b>\u8a13\u7df4\u30c7\u30fc\u30bf<\/b>\u3068<b>\u691c\u8a3c\u30c7\u30fc\u30bf<\/b>\u306b\u5206\u5272\u3059\u308b\u5834\u5408\u304c\u3042\u308b\u3002<br \/>\n\u3053\u306e\u6642\u3001\u691c\u8a3c\u30c7\u30fc\u30bf\u3067\u4e00\u5ea6\u30e2\u30c7\u30eb\u8a55\u4fa1\u3092\u884c\u3044\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8abf\u6574\u3057\u3001\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u6700\u7d42\u7684\u306a\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u3092\u884c\u3046\u6d41\u308c\u306b\u306a\u308b<\/p>\n<h2 id=\"i-9\"><span class=\"ez-toc-section\" id=\"%E4%BA%A4%E5%B7%AE%E6%A4%9C%E8%A8%BC%E3%81%AE%E7%A8%AE%E9%A1%9E\"><\/span>\u4ea4\u5dee\u691c\u8a3c\u306e\u7a2e\u985e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/p>\n<figure class=\"figure-image figure-image-fotolife\" title=\"\u30db\u30fc\u30eb\u30c9\u30a2\u30a6\u30c8\u691c\u8a3c\"><span itemscope itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/k\/keisuke8925gdk\/20190307\/20190307170819.png\" alt=\"f:id:keisuke8925gdk:20190307170819p:plain\" title=\"f:id:keisuke8925gdk:20190307170819p:plain\" class=\"hatena-fotolife\" itemprop=\"image\"><\/span><figcaption>\u30db\u30fc\u30eb\u30c9\u30fb\u30a2\u30a6\u30c8\u691c\u8a3c<\/figcaption><\/figure>\n<\/p>\n<figure class=\"figure-image figure-image-fotolife\" title=\"k-\u5206\u5272\u4ea4\u5dee\u691c\u8a3c\"><span itemscope itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/k\/keisuke8925gdk\/20190307\/20190307170740.png\" alt=\"f:id:keisuke8925gdk:20190307170740p:plain\" title=\"f:id:keisuke8925gdk:20190307170740p:plain\" class=\"hatena-fotolife\" itemprop=\"image\"><\/span><figcaption>k-\u5206\u5272\u4ea4\u5dee\u691c\u8a3c<\/figcaption><\/figure>\n<p>\u8a13\u7df4\u30c7\u30fc\u30bf\u30fb\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u5206\u5272\u3092\u8907\u6570\u56de\u884c\u3044\u3001\u305d\u308c\u305e\u308c\u3067\u5b66\u7fd2\u30fb\u8a55\u4fa1\u3092\u884c\u3046\u30a2\u30d7\u30ed\u30fc\u30c1<\/p>\n<p>\u203b\u5199\u771f\u306f<a href=\"https:\/\/newtechnologylifestyle.net\/%E6%A9%9F%E6%A2%B0%E5%AD%A6%E7%BF%92%E3%80%81%E3%83%87%E3%82%A3%E3%83%BC%E3%83%97%E3%83%A9%E3%83%BC%E3%83%8B%E3%83%B3%E3%82%B0%E3%81%A7%E3%81%AE%E5%AD%A6%E7%BF%92%E3%83%87%E3%83%BC%E3%82%BF%E3%81%A8\/\">\u3053\u3061\u3089<\/a>\u3088\u308a\u5f15\u7528<\/p>\n<h2 id=\"i-10\"><span class=\"ez-toc-section\" id=\"%E6%B7%B7%E5%90%8C%E8%A1%8C%E5%88%97%EF%BC%88Confusion_Matrix%EF%BC%89\"><\/span>\u6df7\u540c\u884c\u5217\uff08Confusion Matrix\uff09<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6df7\u540c\u884c\u5217\u3068\u306f\u3001\u30af\u30e9\u30b9\u5206\u985e\u306e\u7d50\u679c\u3092\u307e\u3068\u3081\u305f\u8868\u306e\u3053\u3068<\/p>\n<p>\u967d\u6027\u306e\u30b5\u30f3\u30d7\u30eb\u306e\u3046\u3061\u3001\u4f55\u500b\u304c\u6b63\u3057\u304f\u967d\u6027\u3068\u5224\u5b9a\u3055\u308c\u3001\u4f55\u500b\u304c\u8aa4\u3063\u3066\u9670\u6027\u3068\u5224\u5b9a\u3055\u308c\u305f\u304b\u3001\u3068\u3044\u3063\u305f\u3053\u3068\u3092\u5206\u304b\u308a\u3084\u3059\u304f\u307e\u3068\u3081\u308b\u305f\u3081\u306b\u7528\u3044\u308b<\/p>\n<\/p>\n<figure class=\"figure-image figure-image-fotolife\" title=\"\u6df7\u540c\u884c\u5217\u306e\u30af\u30ed\u30b9\u8868\"><span itemscope itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/k\/keisuke8925gdk\/20190307\/20190307174726.png\" alt=\"f:id:keisuke8925gdk:20190307174726p:plain\" title=\"f:id:keisuke8925gdk:20190307174726p:plain\" class=\"hatena-fotolife\" itemprop=\"image\"><\/span><figcaption>\u6df7\u540c\u884c\u5217\u306e\u30af\u30ed\u30b9\u8868<\/figcaption><\/figure>\n<h2 id=\"i-11\"><span class=\"ez-toc-section\" id=\"%E6%AD%A3%E8%A7%A3%E7%8E%87%EF%BC%88Accuracy%EF%BC%89\"><\/span>\u6b63\u89e3\u7387\uff08Accuracy\uff09<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5168\u30c7\u30fc\u30bf\u4e2d\u3069\u308c\u3060\u3051\u4e88\u6e2c\u304c\u5f53\u305f\u3063\u305f\u304b\u306e\u5272\u5408<br \/>\n<b>\u6b63\u89e3\u7387\uff08Accuracy\uff09<\/b>=\uff08TP+TN\uff09\/\uff08TP+FP+TN+FN\uff09<\/p>\n<h2 id=\"i-12\"><span class=\"ez-toc-section\" id=\"%E9%81%A9%E5%90%88%E7%8E%87%EF%BC%88Precision%EF%BC%89\"><\/span>\u9069\u5408\u7387\uff08Precision\uff09<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4e88\u6e2c\u306e\u4e2d\u3067\u5b9f\u969b\u306b\u6b63\u3067\u3042\u3063\u305f\u3082\u306e\u306e\u5272\u5408<br \/>\n<b>\u9069\u5408\u7387\uff08Precision\uff09<\/b> = TP \/ (TP + FP)<\/p>\n<h2 id=\"i-13\"><span class=\"ez-toc-section\" id=\"%E5%86%8D%E7%8F%BE%E7%8E%87%EF%BC%88recall%EF%BC%89\"><\/span>\u518d\u73fe\u7387\uff08recall\uff09<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5b9f\u969b\u306b\u6b63\u3067\u3042\u308b\u3082\u306e\u306e\u4e2d\u3067\u6b63\u3060\u3068\u4e88\u6e2c\u3067\u304d\u305f\u5272\u5408<br \/><b><br \/>\n\u518d\u73fe\u7387\uff08recall\uff09<\/b>= TP \/ (TP + FN)<\/p>\n<h2 id=\"i-14\"><span class=\"ez-toc-section\" id=\"F%E5%80%A4%EF%BC%88F_measure%EF%BC%89\"><\/span><a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/F%C3%CD\">F\u5024<\/a>\uff08F measure\uff09<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u9069\u5408\u7387\u3068\u518d\u73fe\u7387\u306e\u8abf\u548c\u5e73\u5747<br \/>\n\u9069\u5408\u7387\u307e\u305f\u306f\u518d\u73fe\u7387\u306e\u307f\u3067\u5224\u65ad\u3059\u308b\u3068\u3001\u4e88\u6e2c\u304c\u504f\u3063\u3066\u3044\u308b\u6642\u3082\u5024\u304c\u9ad8\u304f\u306a\u3063\u3066\u3057\u307e\u3046\u306e\u3067\u3001<a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/F%C3%CD\">F\u5024<\/a>\u3092\u7528\u3044\u308b\u30b1\u30fc\u30b9\u304c\u591a\u3044<br \/>\n<b><a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/F%C3%CD\">F\u5024<\/a>\uff08F measure\uff09<\/b> = \uff082 \u00d7 precision \u00d7 recall\uff09 \/ \uff08precision + recall\uff09<\/p>\n<h2 id=\"i-15\"><span class=\"ez-toc-section\" id=\"%E3%82%AA%E3%83%BC%E3%83%90%E3%83%BC%E3%83%95%E3%82%A3%E3%83%83%E3%83%86%E3%82%A3%E3%83%B3%E3%82%B0\"><\/span>\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u8a13\u7df4\u30c7\u30fc\u30bf\u3067\u306f\u826f\u3044\u6027\u80fd\u304c\u51fa\u308b\u304c\u3001\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3067\u306f\u6027\u80fd\u304c\u60aa\u304f\u306a\u3063\u3066\u3057\u307e\u3046\u3053\u3068<\/p>\n<h2 id=\"i-16\"><span class=\"ez-toc-section\" id=\"%E6%AD%A3%E5%89%87%E5%8C%96\"><\/span><a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%C0%B5%C2%A7%B2%BD\">\u6b63\u5247\u5316<\/a><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5b66\u7fd2\u306e\u969b\u306b\u7528\u3044\u308b\u5f0f\u306b\u9805\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u53d6\u308a\u3046\u308b\u91cd\u307f\u306e\u5024\u306e\u7bc4\u56f2\u3092\u5236\u9650\u3057\u3001\u904e\u5ea6\u306b\u91cd\u307f\u304c\u8a13\u7df4\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u306e\u307f\u8abf\u6574\u3055\u308c\u308b\u3053\u3068\u3092\u9632\u3050\u5f79\u5272\u3092\u679c\u305f\u3059\u3002<\/p>\n<h2 id=\"i-17\"><span class=\"ez-toc-section\" id=\"%E3%82%A2%E3%83%B3%E3%83%80%E3%83%BC%E3%83%95%E3%82%A3%E3%83%83%E3%83%86%E3%82%A3%E3%83%B3%E3%82%B0\"><\/span>\u30a2\u30f3\u30c0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%C0%B5%C2%A7%B2%BD\">\u6b63\u5247\u5316<\/a>\u3092\u3057\u3059\u304e\u3066\u5168\u4f53\u306e\u4e88\u6e2c\u6027\u80fd\u304c\u4f4e\u4e0b\u3057\u3066\u3057\u307e\u3046\u3053\u3068<\/p>\n<h3 id=\"i-18\"><span class=\"ez-toc-section\" id=\"L1%E6%AD%A3%E5%89%87%E5%8C%96\"><\/span>L1<a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%C0%B5%C2%A7%B2%BD\">\u6b63\u5247\u5316<\/a><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4e00\u90e8\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u5024\u3092\u30bc\u30ed\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u7279\u5fb4\u9078\u629e\u3092\u884c\u3046\u3053\u3068<\/p>\n<h3 id=\"i-19\"><span class=\"ez-toc-section\" id=\"L2%E6%AD%A3%E5%89%87%E5%8C%96\"><\/span>L2<a class=\"keyword\" href=\"http:\/\/d.hatena.ne.jp\/keyword\/%C0%B5%C2%A7%B2%BD\">\u6b63\u5247\u5316<\/a><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u5927\u304d\u3055\u306b\u5fdc\u3058\u3066\u30bc\u30ed\u306b\u8fd1\u3065\u3051\u308b\u3053\u3068\u3067\u3001\u6c4e\u5316\u3055\u308c\u305f\u306a\u3081\u306a\u3089\u304b\u306a\u30e2\u30c7\u30eb\u3092\u5f97\u308b\u3053\u3068<\/p>\n<p><a href=\"https:\/\/oidema-jp.com\/media\/entry\/2019\/03\/07\/202249\">\u6b21\u306e\u8a18\u4e8b\u306f\u3053\u3061\u3089<\/a><\/p>\n<table border=\"0\" cellpadding=\"0\" cellspacing=\"0\">\n<tr>\n<td>\n<div style=\"border:1px solid #95a5a6;border-radius:.75rem;background-color:#FFFFFF;width:504px;margin:0px;padding:5px;text-align:center;overflow:hidden;\">\n<table>\n<tr>\n<td style=\"width:240px\"><a 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href=\"https:\/\/hb.afl.rakuten.co.jp\/hgc\/1804a342.334a3c66.1804a343.381802a7\/?pc=https%3A%2F%2Fitem.rakuten.co.jp%2Fbook%2F15618087%2F&amp;m=http%3A%2F%2Fm.rakuten.co.jp%2Fbook%2Fi%2F19303728%2F&amp;link_type=picttext&amp;ut=eyJwYWdlIjoiaXRlbSIsInR5cGUiOiJwaWN0dGV4dCIsInNpemUiOiIyNDB4MjQwIiwibmFtIjoxLCJuYW1wIjoicmlnaHQiLCJjb20iOjEsImNvbXAiOiJkb3duIiwicHJpY2UiOjEsImJvciI6MSwiY29sIjoxLCJiYnRuIjoxfQ%3D%3D\" target=\"_blank\" rel=\"nofollow noopener noreferrer\" style=\"word-wrap:break-word;\">\u6df1\u5c64\u5b66\u7fd2\u6559\u79d1\u66f8 \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 G\u691c\u5b9a\uff08\u30b8\u30a7\u30cd\u30e9\u30ea\u30b9\u30c8\uff09 \u516c\u5f0f\u30c6\u30ad\u30b9\u30c8 \uff08EXAMPRESS\uff09 [ \u4e00\u822c\u793e\u56e3\u6cd5\u4eba\u65e5\u672c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u5354\u4f1a ]<\/a><br \/><span>\u4fa1\u683c\uff1a3024\u5186\uff08\u7a0e\u8fbc\u3001\u9001\u6599\u7121\u6599)<\/span> <span style=\"color:#BBB\">(2019\/3\/6\u6642\u70b9)<\/span><\/p>\n<div style=\"margin:10px;\"><a href=\"https:\/\/hb.afl.rakuten.co.jp\/hgc\/1804a342.334a3c66.1804a343.381802a7\/?pc=https%3A%2F%2Fitem.rakuten.co.jp%2Fbook%2F15618087%2F&amp;m=http%3A%2F%2Fm.rakuten.co.jp%2Fbook%2Fi%2F19303728%2F&amp;link_type=picttext&amp;ut=eyJwYWdlIjoiaXRlbSIsInR5cGUiOiJwaWN0dGV4dCIsInNpemUiOiIyNDB4MjQwIiwibmFtIjoxLCJuYW1wIjoicmlnaHQiLCJjb20iOjEsImNvbXAiOiJkb3duIiwicHJpY2UiOjEsImJvciI6MSwiY29sIjoxLCJiYnRuIjoxfQ%3D%3D\" target=\"_blank\" rel=\"nofollow noopener noreferrer\" style=\"word-wrap:break-word;\"><img decoding=\"async\" src=\"https:\/\/static.affiliate.rakuten.co.jp\/makelink\/rl.svg\" style=\"float:left;max-height:27px;width:auto;margin-top:0\"><\/a><a href=\"https:\/\/hb.afl.rakuten.co.jp\/hgc\/1804a342.334a3c66.1804a343.381802a7\/?pc=https%3A%2F%2Fitem.rakuten.co.jp%2Fbook%2F15618087%2F%3Fscid%3Daf_pc_bbtn&amp;m=http%3A%2F%2Fm.rakuten.co.jp%2Fbook%2Fi%2F19303728%2F%3Fscid%3Daf_pc_bbtn&amp;link_type=picttext&amp;ut=eyJwYWdlIjoiaXRlbSIsInR5cGUiOiJwaWN0dGV4dCIsInNpemUiOiIyNDB4MjQwIiwibmFtIjoxLCJuYW1wIjoicmlnaHQiLCJjb20iOjEsImNvbXAiOiJkb3duIiwicHJpY2UiOjEsImJvciI6MSwiY29sIjoxLCJiYnRuIjoxfQ==\" target=\"_blank\" rel=\"nofollow noopener noreferrer\" style=\"word-wrap:break-word;\"><\/p>\n<div style=\"float:right;width:41%;height:27px;background-color:#bf0000;color:#fff !important;font-size:12px;font-weight:500;line-height:27px;margin-left:1px;padding: 0 12px;border-radius:16px;cursor:pointer;text-align:center;\">\u697d\u5929\u3067\u8cfc\u5165<\/div>\n<p><\/a><\/div>\n<\/td>\n<\/tr>\n<tr><\/tr>\n<\/table>\n<\/div>\n<p><\/p>\n<p style=\"color:#000000;font-size:12px;line-height:1.4em;margin:5px;word-wrap:break-word\">\n<\/td>\n<\/tr>\n<\/table>\n","protected":false},"excerpt":{"rendered":"<p>G\u691c\u5b9a\u3068\u306f \u4e00\u822c\u793e\u56e3\u6cd5\u4eba\u65e5\u672c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u5354\u4f1a\uff08JDLA\uff09\u304c\u5b9f\u65bd\u3059\u308b\u8cc7\u683c\u8a66\u9a13\u3002 \u5c0f\u50e7\u304c\u53d7\u9a13\u3059\u308b\u306e\u306fG\u691c\u5b9a\u3067\u5408\u683c\u3067\u304d\u305f\u3082\u306e\u306fJDLA\u3088\u308a\u4e0b\u8a18\u306e\u8a8d\u5b9a\u3092\u53d7\u3051\u53d6\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002 \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u57fa\u790e\u77e5\u8b58\u3092\u6709\u3057\u3001\u9069\u5207\u306a\u6d3b\u7528 &#8230; <\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"om_disable_all_campaigns":false,"footnotes":""},"categories":[13],"tags":[],"class_list":{"0":"post-137","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-jdla","7":"entry","8":"nothumb"},"acf":[],"aioseo_notices":[],"mb":[],"mfb_rest_fields":["title","aioseo_notices"],"_links":{"self":[{"href":"https:\/\/oidema-jp.com\/media\/wp-json\/wp\/v2\/posts\/137","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oidema-jp.com\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/oidema-jp.com\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/oidema-jp.com\/media\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/oidema-jp.com\/media\/wp-json\/wp\/v2\/comments?post=137"}],"version-history":[{"count":0,"href":"https:\/\/oidema-jp.com\/media\/wp-json\/wp\/v2\/posts\/137\/revisions"}],"wp:attachment":[{"href":"https:\/\/oidema-jp.com\/media\/wp-json\/wp\/v2\/media?parent=137"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/oidema-jp.com\/media\/wp-json\/wp\/v2\/categories?post=137"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/oidema-jp.com\/media\/wp-json\/wp\/v2\/tags?post=137"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}