{"id":1312,"date":"2024-12-18T23:00:51","date_gmt":"2024-12-18T14:00:51","guid":{"rendered":"https:\/\/www.mindware-jp.com\/ja\/?p=1312"},"modified":"2024-12-19T00:37:17","modified_gmt":"2024-12-18T15:37:17","slug":"%e6%83%85%e5%a0%b1%e5%88%86%e6%9e%90%e3%82%92%e6%a0%b9%e5%ba%95%e3%81%8b%e3%82%89%e5%a4%89%e3%81%88%e3%82%8b%e3%82%bb%e3%83%9e%e3%83%b3%e3%83%86%e3%82%a3%e3%83%83%e3%82%af%e3%83%bb%e3%83%87%e3%83%bc-2","status":"publish","type":"post","link":"http:\/\/www.mindware-jp.com\/ja\/2024\/12\/18\/%e6%83%85%e5%a0%b1%e5%88%86%e6%9e%90%e3%82%92%e6%a0%b9%e5%ba%95%e3%81%8b%e3%82%89%e5%a4%89%e3%81%88%e3%82%8b%e3%82%bb%e3%83%9e%e3%83%b3%e3%83%86%e3%82%a3%e3%83%83%e3%82%af%e3%83%bb%e3%83%87%e3%83%bc-2\/","title":{"rendered":"\u60c5\u5831\u5206\u6790\u3092\u6839\u5e95\u304b\u3089\u5909\u3048\u308b\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30fb\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u30002"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u30de\u30a4\u30f3\u30c9\u30a6\u30a8\u30a2\u7dcf\u7814\u3000\u591a\u7530\u85ab\u5f18\uff08\u305f\u3060\u304f\u306b\u3072\u308d\uff09<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u56de\u306f(1) \u67b6\u7a7a\u306e20\u7a2e\u985e\u306e\u30dd\u30c6\u30c8\u30c1\u30c3\u30d7\u30b9\u306e\u8a66\u98df\u4f53\u9a13\u3092\u98df\u30ec\u30dd\u98a8\u306e\u30ea\u30c3\u30c1\u306a\u30c6\u30ad\u30b9\u30c8\u306b\u3057\u3066\u3001(2)\u305d\u306e\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u3092\u53d6\u5f97\u3057\u3066\u3001(2)\u305d\u3053\u304b\u3089UMAP\u3068\u3044\u3046\u6b21\u5143\u524a\u6e1b\u624b\u6cd5\u3092\u4f7f\u3063\u30663\u6b21\u5143\u306e\u56e0\u5b50\u3092\u62bd\u51fa\u3057\u3066\u3001(3)\u305d\u308c\u3092\u81ea\u5df1\u7d44\u7e54\u5316\u30de\u30c3\u30d7\uff08SOM)\u3067\u5b66\u7fd2\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u30dd\u30c6\u30c8\u30c1\u30c3\u30d7\u30b9\u306e\u610f\u5473\u30de\u30c3\u30d7\u3092\u4f5c\u6210\u3057\u3001(4)LLM\u3092\u4f7f\u3063\u3066\u56e0\u5b50\u3092\u89e3\u91c8\u3057\u305f\u308a\u3001\u610f\u5473\u30de\u30c3\u30d7\u306e\u4efb\u610f\u306e\u7a7a\u9593\u3092\u9078\u629e\u3057\u3066\u3001\u65b0\u3057\u3044\u5546\u54c1\u306e\u30b3\u30f3\u30bb\u30d7\u30c8\u3092\u63a2\u7d22\u3067\u304d\u308b\u3053\u3068\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002\u305d\u308c\u306f\u5b98\u80fd\u8a55\u4fa1\u5206\u6790\u306b\u304a\u3051\u308bPreference Mapping\u3068\u547c\u3070\u308c\u308b\u624b\u6cd5\u306e\u524d\u6bb5\u3067\u3042\u308bInternal Preference Mapping\u306b\u4f3c\u305f\u5206\u6790\u3068\u8a00\u3048\u307e\u3059\u3002Preference Mapping\u3067\u306f\u5b98\u80fd\u7279\u6027\u3092\u6570\u5024\u5316\u3059\u308b\u306e\u3067\u3001\u305d\u308c\u3067\u306f\u8868\u73fe\u3057\u304d\u308c\u306a\u3044\u8907\u96d1\u306a\u60c5\u5831\u306f\u5207\u308a\u6368\u3066\u3089\u308c\u308b\u306e\u306b\u5bfe\u3057\u3066\u3001\u63d0\u6848\u624b\u6cd5\u3067\u306f\u81ea\u7136\u8a00\u8a9e\u3092\u4f7f\u3063\u3066\u30ea\u30c3\u30c1\u306a\u60c5\u5831\u3092\u53d6\u308a\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305fPreference Mapping\u3067\u306f\u3001PCA\u306e\u7b2c1\u3001\u7b2c2\u4e3b\u6210\u5206\u306e2\u8ef8\u3057\u304b\u4f7f\u308f\u306a\u3044\u306e\u306b\u5bfe\u3057\u3066\u3001SOM\u3092\u4f7f\u3046\u3053\u3068\u3067\u305d\u308c\u4ee5\u4e0a\u306e\u56e0\u5b50\u3092\u4f7f\u3063\u3066\u3001\u3088\u308a\u60c5\u5831\u640d\u5931\u306e\u5c11\u306a\u3044\u30de\u30c3\u30d4\u30f3\u30b0\u304c\u3067\u304d\u308b\u3053\u3068\u3092\u793a\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6d88\u8cbb\u8005\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3066\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u3068\u3057\u3066\u3001\u524d\u56de\u3068\u540c\u305820\u7a2e\u985e\u306e\u30dd\u30c6\u30c8\u30c1\u30c3\u30d7\u30b9\u306b\u5bfe\u3059\u308b\u6d88\u8cbb\u8005\u306e\u8a55\u4fa1\u30b9\u30b3\u30a2\u3092\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3057\u307e\u3059\u3002\u5f93\u6765\u306e\u65b9\u6cd5\u3067\u306f\u3001\u6d88\u8cbb\u8005\u3092\u9069\u5ea6\u306a\u6570\u306e\u30b0\u30eb\u30fc\u30d7\u306b\u5206\u3051\u308b\u305f\u3081\u306b\u3001\u4e00\u822c\u7684\u306a\u968e\u5c64\u30af\u30e9\u30b9\u30bf\u5206\u6790\u3092\u4f7f\u3046\u306e\u3067\u3059\u304c\u3001\u305d\u3053\u304b\u3089\u4f55\u3082\u77e5\u898b\u3092\u5f97\u3089\u308c\u3066\u3044\u306a\u3044\u306e\u304c\u3001\u3068\u3066\u3082\u6b8b\u5ff5\u306a\u70b9\u3067\u3059\u3002\u6211\u3005\u306f\u3001SOM\u3092\u4f7f\u3063\u3066\u6d88\u8cbb\u8005\u30922\u6b21\u5143\u306b\u4e26\u3079\u3001\u3055\u307e\u3056\u307e\u306a\u30af\u30e9\u30b9\u30bf\u6570\u3092\u9078\u3093\u3067\u6d88\u8cbb\u8005\u306e\u7a7a\u9593\u3092\u63a2\u7d22\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Viscovery SOMine\u3068\u3044\u3046\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u30fb\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u300c\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u5206\u6790\u300d\u306e\u6a5f\u80fd\u304c\u3042\u308a\u3001\u30de\u30c3\u30d7\u4e0a\u306e\u4efb\u610f\u306e\u9818\u57df\u3092\u9078\u629e\u3057\u3066\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306b\uff08\u52b9\u7387\u7684\u306b\uff09\u591a\u91cd\u6bd4\u8f03\u691c\u5b9a\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u305d\u3053\u304b\u3089\u5f97\u3089\u308c\u308b\u77e5\u898b\u306b\u3088\u3063\u3066\u3001\u300c\u3069\u306e\u9818\u57df\u306e\u6d88\u8cbb\u8005\u3092\u30bf\u30fc\u30b2\u30c3\u30c8\u306b\u3059\u308b\u304b\u300d\u3068\u3044\u3046\u6226\u7565\u3092\u7df4\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u771f\u9aa8\u9802\u306f\u3001\u3058\u3064\u306f\u3053\u306e\u8fba\u306b\u3042\u308b\u306e\u3067\u3059\u304c\u3001\u4e16\u9593\u306e\u4eba\u3005\u304c\u3053\u308c\u3092\u7406\u89e3\u3059\u308b\u30ec\u30d9\u30eb\u306b\u5230\u9054\u3059\u308b\u306e\u306f\u5bb9\u6613\u3067\u306f\u306a\u3055\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u63d0\u6848\u624b\u6cd5\u3067\u306fLLM\u3092\u6d3b\u7528\u3057\u3066\u5341\u5206\u306b\u7d30\u5206\u5316\u3055\u308c\u305f\u30af\u30e9\u30b9\u30bf\u306e\u7279\u5fb4\u3092\u89e3\u91c8\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u9818\u57df\u306e\u767a\u898b\u3092\u3088\u308a\u624b\u8efd\u306b\u3057\u305f\u3044\u3068\u8003\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u306b200\u4eba\u306e\u6d88\u8cbb\u8005\u304c20\u7a2e\u985e\u306e\u30dd\u30c6\u30c8\u30c1\u30c3\u30d7\u30b9\u30925\u6bb5\u968e\u3067\u8a55\u4fa1\u3057\u305f\u67b6\u7a7a\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u3092SOM\u3067\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3057\u307e\u3059\u3002\u305f\u3060\u3057\u3001SOM\u306e\u9806\u5e8f\u4ed8\u3051\u306b\u5bc4\u4e0e\u3055\u305b\u308b\u306e\u306f\u30011\u4eba\u3072\u3068\u308a\u6d88\u8cbb\u8005\u3054\u3068\u306b\u3001\u5404\u4eba\u306e\u8a55\u70b9\u306e\u5408\u8a08\u304c1\u306b\u306a\u308b\u3088\u3046\u306b\u6b63\u898f\u5316\u3057\u305f\u6570\u5024\u3092\u4f7f\u3044\u3001\u5143\u306e\u30b9\u30b3\u30a2\u306f\u9806\u5e8f\u4ed8\u3051\u306b\u5bc4\u4e0e\u3057\u306a\u3044\u8ffd\u52a0\u5c5e\u6027\u3068\u3057\u3066\u4e0e\u3048\u307e\u3059\u3002\u5f97\u3089\u308c\u305f\u30de\u30c3\u30d7\u306e\u753b\u50cf\u3092\u4ee5\u4e0b\u306b\u63b2\u8f09\u3057\u307e\u3059\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"972\" height=\"1024\" src=\"https:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-7-972x1024.png\" alt=\"\" class=\"wp-image-1321\" srcset=\"http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-7-972x1024.png 972w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-7-285x300.png 285w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-7-768x809.png 768w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-7.png 1000w\" sizes=\"auto, (max-width: 972px) 100vw, 972px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"971\" height=\"1024\" src=\"https:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-5-971x1024.png\" alt=\"\" class=\"wp-image-1318\" srcset=\"http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-5-971x1024.png 971w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-5-284x300.png 284w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-5-768x810.png 768w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-5.png 1000w\" sizes=\"auto, (max-width: 971px) 100vw, 971px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"813\" src=\"https:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-6-1024x813.png\" alt=\"\" class=\"wp-image-1319\" srcset=\"http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-6-1024x813.png 1024w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-6-300x238.png 300w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-6-768x610.png 768w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-6.png 1463w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306e\u54c1\u8cea\u6307\u6a19\u306f\u3001\u30af\u30e9\u30b9\u30bf\u6570\uff14\u304c\u6700\u3082\u9ad8\u3044\u3067\u3059\u3002\u305d\u308c\u306f\u305d\u308c\u3067\u5168\u4f53\u306e\u6709\u610f\u306a\u30af\u30e9\u30b9\u30bf\u3092\u7406\u89e3\u3059\u308b\u52a9\u3051\u306b\u306f\u306a\u308a\u307e\u3059\u304c\u3001\u5546\u54c1\u4f01\u753b\u3067\u306f\u5546\u54c1\u9593\u306e\u30ed\u30fc\u30ab\u30eb\u306a\u5dee\u7570\u306b\u6ce8\u76ee\u3059\u308b\u3079\u304d\u306a\u306e\u3067\u3001\u3088\u308a\u7d30\u5206\u5316\u3055\u308c\u305f\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3092\u898b\u308b\u3079\u304d\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u30af\u30e9\u30b9\u30bf\u657020\u3092\u9078\u3073\u307e\u3057\u305f\u3002\u3053\u306e\u7d50\u679c\u3092LLM\u306b\u63d0\u793a\u3057\u3066\u89e3\u91c8\u3057\u305f\u7d50\u679c\u304c\u4ee5\u4e0b\u3067\u3059\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">C1: \u30af\u30e9\u30b7\u30c3\u30af\u3067\u7518\u3044\u5473\u3092\u611b\u3059\u308b\u4eba\u305f\u3061<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c8\u30c3\u30d7\u30b9\u30ca\u30c3\u30af<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\u30af\u30e9\u30b7\u30c3\u30af\u30b7\u30fc\u30bd\u30eb\u30c8\u3001\u30e1\u30fc\u30d7\u30eb\u30d9\u30fc\u30b3\u30f3\u30c9\u30ea\u30fc\u30e0\u3001\u30cf\u30cb\u30fc\u30de\u30b9\u30bf\u30fc\u30c9\u30b9\u30a4\u30fc\u30c8\u30cd\u30b9<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u89e3\u91c8<\/strong>:<br>\u3053\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u306f\u3001<strong>\u30af\u30e9\u30b7\u30c3\u30af\u306a\u5869\u5473<\/strong>\u3068<strong>\u7518\u3044\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb<\/strong>\u3001\u7279\u306b\u30d9\u30fc\u30b3\u30f3\u3068\u30e1\u30fc\u30d7\u30eb\u306e\u7d44\u307f\u5408\u308f\u305b\u3084\u30cf\u30cb\u30fc\u30de\u30b9\u30bf\u30fc\u30c9\u306e\u9999\u308a\u3092\u597d\u3080\u3002\u99b4\u67d3\u307f\u304c\u3042\u308a\u306a\u304c\u3089\u8d05\u6ca2\u306a\u5473\u3092\u597d\u3080\u50be\u5411\u304c\u53cd\u6620\u3055\u308c\u3066\u3044\u308b\u3002\uff08<a href=\"https:\/\/www.mindware-jp.com\/files\/SemanticDatamining\/interpretation.txt\">\u5168\u6587\u306f\u3053\u3061\u3089<\/a>\uff09<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u7d42\u306e\u76ee\u7684\u306f\u5546\u54c1\u3092\u4f01\u753b\u958b\u767a\u3059\u308b\u3053\u3068\u3067\u3059\u304b\u3089\u3001\u3053\u3053\u3067\u6d88\u8cbb\u8005\u306e\u7a7a\u9593\u3092\u63a2\u7d22\u3057\u3066\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u8a73\u7d30\u306f\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u304c\u5fc5\u8981\u3067\u3059\u304c\u3001\u65b9\u6cd5\u306f\u30ab\u30e9\u30fc\u30b9\u30b1\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u3001\u7279\u6027\u5024\u306e\u7bc4\u56f2\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u30ce\u30fc\u30c9\u304c\u7d5e\u308a\u8fbc\u307e\u308c\u307e\u3059\u3002\u5b9f\u9a13\u3067\u306f\u3001\u4e0b\u8a18\u306e\u30ce\u30fc\u30c9\u3092\u9078\u629e\u3057\u307e\u3057\u305f\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"387\" src=\"https:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-10-1024x387.png\" alt=\"\" class=\"wp-image-1325\" srcset=\"http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-10-1024x387.png 1024w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-10-300x113.png 300w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-10-768x290.png 768w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-10-1536x580.png 1536w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-10.png 1782w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u88fd\u54c1\u30de\u30c3\u30d7\u3078\u306e\u878d\u5408<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f93\u6765\u306ePreference Mapping\u3067\u306f\u3001\u6d88\u8cbb\u8005\u306e\u9078\u597d\u30d1\u30bf\u30fc\u30f3\u3092\u6700\u521d\u306eInternal Preference Mappinng\u3068\u878d\u5408\u3055\u305b\u308b\u305f\u3081\u306b\u3001Internal Preference Mapping\u306e\u7b2c\u2160\u3001\u7b2c2\u4e3b\u6210\u5206\u3092\u8aac\u660e\u5909\u6570\u3068\u3057\u3066\u3001\u5404\u88fd\u54c1\u3078\u306e\u9078\u597d\u30b9\u30b3\u30a2\u306e\u30af\u30e9\u30b9\u30bf\u5e73\u5747\u3092\u76ee\u7684\u5909\u6570\u3068\u3057\u3066\u3001\u4ea4\u4e92\u4f5c\u7528\u9805\u3064\u304d\u306e\u7dda\u5f62\u56de\u5e30\u3067\u30af\u30e9\u30b9\u30bf\u3054\u3068\u306b\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u7dda\u5f62\u56de\u5e30\u3067\u306f\u3042\u308a\u307e\u3059\u304c\u3001\u4ea4\u4e92\u4f5c\u7528\u3092\u4f7f\u3046\u3053\u3068\u3067\u66f2\u9762\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u306e\u3067\u3059\u304c\u3001\u5358\u7d14\u306a2\u6b21\u65b9\u7a0b\u5f0f\u306b\u306a\u308b\u306e\u3067\u4eba\u5de5\u7684\u3067\u3042\u308a\u3001\u305f\u3068\u3048\u6bd4\u8f03\u3059\u308b\u88fd\u54c1\u304c\u6570100\u500b\u3042\u3063\u3066\u3082\u6b63\u78ba\u306a\u30e2\u30c7\u30eb\u306b\u306a\u308a\u305d\u3046\u3082\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u3053\u304c\u5f93\u6765\u306ePreference Mapping\u306e\u6700\u5927\u306e\u554f\u984c\u70b9\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u3005\u306fSOM\u3092\u4f7f\u3063\u3066\u81ea\u7531\u66f2\u9762\u3067\u30e2\u30c7\u30eb\u3067\u304d\u307e\u3059\u306e\u3067\u3001\u3088\u308a\u73fe\u5b9f\u7684\u3067\u81ea\u7136\u306a\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u6628\u5e74\u3001\u65e5\u672c\u5b98\u80fd\u8a55\u4fa1\u5b66\u4f1a\u306e\u5206\u79d1\u4f1a\u306b\u304a\u547c\u3070\u308c\u3057\u305f\u3068\u304d\u306b\u306f\u3001\u5c02\u9580\u5bb6\u306e\u30b9\u30b3\u30a2\u3068\u6d88\u8cbb\u8005\u306e\u30b9\u30b3\u30a2\u3092\u30ea\u30f3\u30af\u3055\u305b\u308b\u305f\u3081\u306b\u30012\u3064\u306e\u884c\u5217\u304c\u540c\u3058\u88fd\u54c1\u6570\u3092\u5171\u6709\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u884c\u5217\u306e\u7a4d\u3092\u8a08\u7b97\u3059\u308b\u3053\u3068\u3067\u3001\u6d88\u8cbb\u8005\u306e\u5404\u5b98\u80fd\u7279\u6027\u306b\u5bfe\u3059\u308b\u300c\u53cd\u5fdc\u300d\u3092\u6570\u5024\u5316\u3067\u304d\u308b\u3068\u3044\u3046\u898b\u89e3\u3092\u793a\u3057\u307e\u3057\u305f\u304c\u3001\u4eca\u56de\u306f\u5225\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u3068\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u3005\u306fSOM\u3092\u4f7f\u7528\u3059\u308b\u306e\u3067\u3001SOM\u306e\u9806\u5e8f\u3065\u3051\u306b\u5bc4\u4e0e\u3059\u308b\u5c5e\u6027\u4ee5\u5916\u306b\u8ffd\u52a0\u306e\u5c5e\u6027\u3092\u9023\u60f3\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3092\u5229\u7528\u3057\u3066\u3001\u6d88\u8cbb\u8005\u306e\u30b9\u30b3\u30a2\u884c\u5217\u3092\u8ee2\u7f6e\u3057\u3066\u3001\u5143\u306e\u30de\u30c3\u30d7\u306b\u9023\u5408\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3001\u6d88\u8cbb\u80051\u4eba\u3054\u3068\u3001\u30af\u30e9\u30b9\u30bf\u5e73\u5747\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u9818\u57df\u306a\u3069\u3001\u81ea\u7531\u306b\u898b\u305f\u3044\u5bfe\u8c61\u306e\u30b9\u30b3\u30a2\u304c\u5143\u306e\u30de\u30c3\u30d7\u306e\u4e0a\u3067\u3069\u306e\u3088\u3046\u306b\u5206\u5e03\u3059\u308b\u304b\u3092\u898b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6700\u7d42\u7684\u306bPreference Mapping\u306e\u76ee\u7684\u3068\u4e00\u81f4\u3057\u305f\u5206\u6790\u304c\u3067\u304d\u308b\u3068\u8003\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u304c\u6d88\u8cbb\u8005\u306e\u30b9\u30b3\u30a2\u884c\u5217\u3092\u8ee2\u7f6e\u3057\u3066\u3001\u5143\u306e\u88fd\u54c1\u30de\u30c3\u30d7\u306b\u9023\u5408\u3055\u305b\u305f\u30de\u30c3\u30d7\u3067\u3001\u524d\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u5b9a\u7fa9\u3057\u305f\u30bf\u30fc\u30b2\u30c3\u30c8\u9818\u57df\u3067\u306e\u30b9\u30b3\u30a2\u3092\u8868\u793a\u3057\u305f\u3082\u306e\u3067\u3059\u3002Preference Mapping\u3067\u8a00\u3048\u3070\u3001\u6700\u7d42\u306e\u30de\u30c3\u30d7\u306b\u76f8\u5f53\u3057\u307e\u3059\u3002Preference Mapping\u3067\u306f\u4eba\u5de5\u7684\u306a\u5e73\u9762\u307e\u305f\u306f\u66f2\u9762\u306e\u30e2\u30c7\u30eb\u3067\u3057\u305f\u304c\u3001SOM\u3067\u306f\u3068\u3066\u3082\u5909\u5316\u306b\u5bcc\u3093\u3060\u66f2\u9762\u304c\u4f5c\u6210\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"589\" src=\"https:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-9-1024x589.png\" alt=\"\" class=\"wp-image-1324\" srcset=\"http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-9-1024x589.png 1024w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-9-300x173.png 300w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-9-768x442.png 768w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-9-1536x883.png 1536w, http:\/\/www.mindware-jp.com\/ja\/wp-content\/uploads\/2024\/12\/image-9.png 1586w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8d64\u304f\u8868\u793a\u3055\u308c\u305f\u30ce\u30fc\u30c9\u304c\u30b9\u30b3\u30a2\u306e\u9ad8\u3044\u7279\u6027\u7a7a\u9593\u3092\u8868\u3059\u306e\u3067\u3001\u305d\u3053\u304b\u3089\u306a\u308b\u3079\u304f\u65e2\u5b58\u88fd\u54c1\u3068\u5dee\u5225\u5316\u3067\u304d\u305d\u3046\u306a\u3068\u3053\u308d\u3092\u9078\u3093\u3067\u3001\u5546\u54c1\u30b3\u30f3\u30bb\u30d7\u30c8\u3092\u6c7a\u5b9a\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\u5b9f\u9a13\u3067\u306f\u6697\u304f\u30b7\u30a7\u30fc\u30c7\u30a3\u30f3\u30b0\u3055\u308c\u3066\u3044\u308b\u30ce\u30fc\u30c9\u3092\u9078\u3093\u3067\u3001\u305d\u306e\u30ce\u30fc\u30c9\u306eUM1, UM2, UM3\u306e\u6570\u5024\u3092\u518d\u3073LLM\u306b\u63d0\u793a\u3057\u3066\u3001\u30b3\u30f3\u30bb\u30d7\u30c8\u3092\u8cea\u554f\u3057\u307e\u3057\u305f\u3002\u305d\u306e\u56de\u7b54\u304c\u4e0b\u8a18\u3067\u3059\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6570\u5024\u306e\u7279\u5fb4<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>UM1: 7.62<\/strong> \u2192 <strong>\u4e2d\u7a0b\u5ea6\u306e\u6e80\u8db3\u5ea6\u30fb\u30ea\u30c3\u30c1\u30cd\u30b9<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u5473\u306e\u6fc3\u539a\u3055\u3084\u6e80\u8db3\u611f\u306f\u9ad8\u3059\u304e\u305a\u3001\u8efd\u3059\u304e\u306a\u3044\u7d76\u5999\u306a\u30d0\u30e9\u30f3\u30b9\u3002\u4e07\u4eba\u53d7\u3051\u3057\u3084\u3059\u3044\u6fc3\u539a\u611f\u3092\u793a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>UM2: 9.46<\/strong> \u2192 <strong>\u975e\u5e38\u306b\u9ad8\u3044\u30d0\u30e9\u30f3\u30b9\u30fb\u5473\u306e\u6df1\u307f<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u5473\u308f\u3044\u304c\u591a\u5c64\u7684\u3067\u8907\u6570\u306e\u8981\u7d20\u304c\u3046\u307e\u304f\u8abf\u548c\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u5506\u3057\u307e\u3059\u3002\u7518\u307f\u3001\u5869\u5473\u3001\u9178\u5473\u306a\u3069\u304c\u30d0\u30e9\u30f3\u30b9\u826f\u304f\u7d61\u307f\u5408\u3044\u3001\u5358\u8abf\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>UM3: -0.03<\/strong> \u2192 <strong>\u8efd\u3084\u304b\u3055\u3088\u308a\u3082\u5c11\u3057\u30ea\u30c3\u30c1\u30fb\u91cd\u539a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u723d\u3084\u304b\u3055\u3084\u8efd\u3055\u306f\u63a7\u3048\u3081\u3067\u3001\u6df1\u307f\u3084\u65e8\u5473\u304c\u4e2d\u5fc3\u3002\u30b9\u30d1\u30a4\u30b7\u30fc\u3055\u3084\u30ea\u30c3\u30c1\u306a\u30d5\u30ec\u30fc\u30d0\u30fc\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5546\u54c1\u30b3\u30f3\u30bb\u30d7\u30c8: \u300c\u30b9\u30d1\u30a4\u30b9\u30cf\u30cb\u30fc\u30fb\u30b3\u30f3\u30d7\u30ec\u30c3\u30af\u30b9\u300d<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u30d5\u30ec\u30fc\u30d0\u30fc\u306e\u7279\u5fb4<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30d5\u30ec\u30fc\u30d0\u30fc\u306f <strong>\u300c\u7518\u3055\u3068\u8907\u96d1\u306a\u30b9\u30d1\u30a4\u30b9\u611f\u300d<\/strong> \u304c\u878d\u5408\u3057\u305f\u4e00\u54c1\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6700\u521d\u306b\u5e83\u304c\u308b\u306e\u306f\u3001<strong>\u30cf\u30c1\u30df\u30c4<\/strong> \u306e\u512a\u3057\u3044\u7518\u307f\u3068\u6ed1\u3089\u304b\u306a\u30b3\u30af\u3002<\/li>\n\n\n\n<li>\u305d\u306e\u5f8c\u3001\u30af\u30df\u30f3\u3001\u30ac\u30fc\u30ea\u30c3\u30af\u3001\u30d6\u30e9\u30c3\u30af\u30da\u30c3\u30d1\u30fc\u306a\u3069\u306e <strong>\u8907\u6570\u306e\u30b9\u30d1\u30a4\u30b9<\/strong> \u304c\u3058\u308f\u3058\u308f\u3068\u53e3\u306e\u4e2d\u306b\u5e83\u304c\u308a\u3001\u5358\u8abf\u3055\u3092\u611f\u3058\u3055\u305b\u307e\u305b\u3093\u3002<\/li>\n\n\n\n<li>\u5f8c\u5473\u306b\u306f\u3001\u8efd\u3044\u30d4\u30ea\u30c3\u3068\u3057\u305f\u523a\u6fc0\u304c\u6b8b\u308a\u3001\u7518\u3055\u3068\u30b9\u30d1\u30a4\u30b7\u30fc\u3055\u306e\u30b3\u30f3\u30c8\u30e9\u30b9\u30c8\u304c\u7d76\u5999\u306a\u30d0\u30e9\u30f3\u30b9\u3092\u751f\u307f\u51fa\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u898b\u305f\u76ee<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u91d1\u8272\u306b\u8f1d\u304f\u30c1\u30c3\u30d7\u30b9\u306b\u3001\u9ed2\u80e1\u6912\u3068\u30cf\u30fc\u30d6\u306e\u7d30\u304b\u306a\u30d5\u30ec\u30fc\u30af\u304c\u6563\u308a\u3070\u3081\u3089\u308c\u3001\u898b\u305f\u76ee\u304b\u3089\u3082\u6d17\u7df4\u3055\u308c\u305f\u5370\u8c61\u3092\u4e0e\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u30bf\u30fc\u30b2\u30c3\u30c8\u5c64<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5927\u4eba\u5411\u3051\u306e\u5473\u308f\u3044<\/strong> \u3092\u697d\u3057\u307f\u305f\u3044\u65b9<\/li>\n\n\n\n<li>\u8907\u96d1\u3067\u6df1\u307f\u306e\u3042\u308b\u30d5\u30ec\u30fc\u30d0\u30fc\u3092\u6c42\u3081\u308b\u65b9<\/li>\n\n\n\n<li>\u7518\u3055\u3068\u30b9\u30d1\u30a4\u30b7\u30fc\u3055\u306e\u4e21\u65b9\u3092\u697d\u3057\u307f\u305f\u3044\u30b0\u30eb\u30e1\u5fd7\u5411\u306e\u6d88\u8cbb\u8005<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u30ad\u30e3\u30c3\u30c1\u30b3\u30d4\u30fc<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u300c\u7518\u304f\u3066\u30b9\u30d1\u30a4\u30b7\u30fc\u3001\u30af\u30bb\u306b\u306a\u308b\u8d05\u6ca2\u306a\u3072\u3068\u3068\u304d\u3002\u300d<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30b3\u30f3\u30bb\u30d7\u30c8\u306f\u3001UM1\u3067\u7a0b\u3088\u3044\u6e80\u8db3\u611f\u3092\u63d0\u4f9b\u3057\u3001UM2\u306e\u591a\u5c64\u7684\u306a\u6df1\u307f\u3092\u751f\u304b\u3057\u3064\u3064\u3001UM3\u304c\u793a\u5506\u3059\u308b\u91cd\u539a\u611f\u3068\u30ea\u30c3\u30c1\u3055\u3092\u3046\u307e\u304f\u53d6\u308a\u5165\u308c\u305f\u30d0\u30e9\u30f3\u30b9\u306e\u826f\u3044\u5546\u54c1\u8a2d\u8a08\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"has-text-align-right wp-block-paragraph\">\u5f15\u7528\u7d42\u308f\u308a<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f93\u6765\u306ePreference Mapping\u306f\u3001\u5c02\u9580\u5bb6\u306b\u3088\u308b\u88fd\u54c1\u306e\u5b98\u80fd\u8a55\u4fa1\u3068\u3001\u6d88\u8cbb\u8005\u306b\u3088\u308b\u88fd\u54c1\u306e\u9078\u597d\u5ea6\u3092\u30ea\u30f3\u30af\u3055\u305b\u3066\u5206\u6790\u3059\u308b\u305f\u3081\u306b\u3001(1)\u5b98\u80fd\u7279\u6027\u306e\u6570\u5024\u5316\u3001(2)PCA\u3001(3)\u30af\u30e9\u30b9\u30bf\u5206\u6790\u3001(4)\u7dda\u5f62\u56de\u5e30\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3044\u307e\u3059\u304c\u3001\u7387\u76f4\u306b\u8a00\u3063\u3066\u3001\u305d\u306e\u3084\u308a\u65b9\u3067\u306f\u5404\u6bb5\u968e\u3067\u305d\u308c\u305e\u60c5\u5831\u640d\u5931\u304c\u3042\u3063\u3066\u3001\u4fe1\u983c\u3067\u304d\u308b\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u306e\u306f\u96e3\u3057\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u3005\u306f\uff081\uff09LLM\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u5b9a\u578b\u306e\u6570\u5024\u30c7\u30fc\u30bf\u4ee5\u5916\u306b\u81ea\u7136\u8a00\u8a9e\u3067\u8868\u73fe\u3055\u308c\u305f\u30c6\u30ad\u30b9\u30c8\u3092\u4f7f\u7528\u3057\u3066\u3001\u60c5\u5831\u306e\u6a5f\u5fae\u3092\u6f0f\u3089\u3055\u305a\u30e2\u30c7\u30eb\u306b\u53d6\u308a\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u308b\u3053\u3068\u3001\uff082\uff09SOM\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u7a7a\u9593\u3092\u76f4\u611f\u7684\u306b\u63a2\u7d22\u3067\u304d\u3001\u304b\u3064\u81ea\u7531\u66f2\u9762\u306b\u3088\u308b\u81ea\u7136\u306a\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3067\u304d\u308b\u3053\u3068\u3092\u793a\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u306f\u3001\u5f93\u6765\u7684\u306a\u6570\u5024\u5316\u3055\u308c\u305f\u5b98\u80fd\u8a55\u4fa1\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u307e\u305b\u3093\u3067\u3057\u305f\u304c\u3001SOM\u306f\u7570\u7a2e\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3001\u4eca\u56de\u793a\u3057\u305f\u65b9\u6cd5\u3068\u5f93\u6765\u306e\u65b9\u6cd5\u3092SOM\u306e\u4e0a\u3067\u7d71\u5408\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002\u610f\u6b32\u3042\u308b\u4f01\u696d\u69d8\u3068\u5171\u540c\u3067\u305d\u306e\u3088\u3046\u306a\u4e8b\u4f8b\u3092\u958b\u767a\u3067\u304d\u308b\u6a5f\u4f1a\u3092\u304a\u5f85\u3061\u3057\u3066\u304a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30de\u30a4\u30f3\u30c9\u30a6\u30a8\u30a2\u7dcf\u7814\u3000\u591a\u7530\u85ab\u5f18\uff08\u305f\u3060\u304f\u306b\u3072\u308d\uff09 \u524d\u56de\u306f(1) \u67b6\u7a7a\u306e20\u7a2e\u985e\u306e\u30dd\u30c6\u30c8\u30c1\u30c3\u30d7\u30b9\u306e\u8a66\u98df\u4f53\u9a13\u3092\u98df\u30ec\u30dd\u98a8\u306e\u30ea\u30c3\u30c1\u306a\u30c6\u30ad\u30b9\u30c8\u306b\u3057\u3066\u3001(2)\u305d\u306e\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u3092\u53d6\u5f97\u3057\u3066\u3001(2)\u305d\u3053\u304b\u3089UMAP\u3068\u3044\u3046\u6b21\u5143\u524a\u6e1b\u624b\u6cd5\u3092\u4f7f\u3063 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-1312","post","type-post","status-publish","format-standard","hentry","category-data-science"],"_links":{"self":[{"href":"http:\/\/www.mindware-jp.com\/ja\/wp-json\/wp\/v2\/posts\/1312","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.mindware-jp.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.mindware-jp.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.mindware-jp.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.mindware-jp.com\/ja\/wp-json\/wp\/v2\/comments?post=1312"}],"version-history":[{"count":9,"href":"http:\/\/www.mindware-jp.com\/ja\/wp-json\/wp\/v2\/posts\/1312\/revisions"}],"predecessor-version":[{"id":1329,"href":"http:\/\/www.mindware-jp.com\/ja\/wp-json\/wp\/v2\/posts\/1312\/revisions\/1329"}],"wp:attachment":[{"href":"http:\/\/www.mindware-jp.com\/ja\/wp-json\/wp\/v2\/media?parent=1312"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.mindware-jp.com\/ja\/wp-json\/wp\/v2\/categories?post=1312"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.mindware-jp.com\/ja\/wp-json\/wp\/v2\/tags?post=1312"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}