{"id":38216,"date":"2020-04-22T00:00:59","date_gmt":"2020-04-21T16:00:59","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=38216"},"modified":"2021-12-28T01:57:45","modified_gmt":"2021-12-27T17:57:45","slug":"%e4%bd%a0%e7%9c%9f%e7%9a%84%e7%86%9f%e6%82%89%e6%89%80%e4%bd%bf%e7%94%a8%e7%9a%84%e5%b7%a5%e5%85%b7%e5%97%8e%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=38216","title":{"rendered":"\u4f60\u771f\u7684\u719f\u6089\u6240\u4f7f\u7528\u7684\u5de5\u5177\u55ce\uff1f"},"content":{"rendered":"<div class=\"single-post-media clr\">\n<div class=\"post-thumbnail\"><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/wp-content\/uploads\/2020\/04\/statistic.png\" alt=\"\u4f60\u771f\u7684\u719f\u6089\u6240\u4f7f\u7528\u7684\u5de5\u5177\u55ce\uff1f\" width=\"500\" height=\"332\" \/><\/div>\n<\/div>\n<div class=\"entry clr\">\n<div class=\"pf-content\">\n<p><strong>\u7de8\u8b6f\uff0f\u8cf4\u4f73\u6600<\/strong><\/p>\n<p><strong>\u8acb\u4f60\u7d66\u6211\u4e00\u500b\u89e3\u91cb\uff01<\/strong><\/p>\n<p>\u696d\u754c\u4f7f\u7528\u6a5f\u5668\u5b78\u7fd2\u4f86\u5e6b\u52a9\u8cc7\u6599\u5206\u6790\u7684\u4f8b\u5b50\u5c62\u898b\u4e0d\u9bae\u3002\u7576\u5211\u4e8b\u53f8\u6cd5\u7cfb\u7d71\u81f3\u91ab\u7642\u6559\u80b2\u7cfb\u7d71\u90fd\u5f15\u7528\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u4f86\u8f14\u52a9\u65e5\u5e38\u904b\u4f5c\uff0c\u9019\u4e9b\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u4e0d\u53ef\u907f\u514d\u5730\u5c0d\u6211\u5011\u7684\u751f\u6d3b\u9020\u6210\u6216\u591a\u6216\u5c11\u7684\u5f71\u97ff\uff0c\u751a\u81f3\u64f4\u5927\u539f\u672c\u5c31\u5b58\u5728\u793e\u6703\u4e2d\u7684\u6b67\u8996\u6216\u7d66\u51fa\u4e0d\u516c\u7684\u9810\u6e2c\u7d50\u679c\uff0c\u6df1\u5165\u4e86\u89e3\u6a21\u578b\u7684\u5167\u90e8\u904b\u4f5c\u4e5f\u5c31\u6709\u5176\u5fc5\u8981\u6027\u3002<\/p>\n<p>\u6a21\u578b\u7684<a href=\"http:\/\/highscope.ch.ntu.edu.tw\/wordpress\/?p=83241\">\u53ef\u89e3\u91cb\u6027\uff08interpretability\uff09<\/a>\u4e3b\u8981\u53ef\u4ee5\u5206\u70ba\u5148\u5929\u8207\u5f8c\u5929\u5169\u7a2e\uff1a\u5148\u5929\u53ef\u89e3\u91cb\u7684\u6a21\u578b\u5927\u591a\u672c\u8eab\u7d50\u69cb\u76f8\u5c0d\u7c21\u55ae\uff0c\u5c31\u50cf\u73bb\u7483\u7bb1\u4e00\u6a23\u5167\u90e8\u4e00\u76ee\u4e86\u7136\uff0c\u4f8b\u5982\u5ee3\u7fa9\u76f8\u52a0\u6a21\u578b\uff08Generalized additive models\uff0cGAMs\uff09\u4fbf\u662f\u7dda\u6027\u6a21\u578b\u7684\u4e00\u7a2e\u64f4\u5c55\uff1b\u5c0d\u65bc\u5e38\u88ab\u6bd4\u55bb\u70ba\u300c\u9ed1\u76d2\u5b50\u300d\uff08black box\uff09\u7684\u8907\u96dc\u6a21\u578b\uff0c\u5247\u9700\u4ef0\u8cf4\u5916\u90e8\u6280\u8853\u6216\u5de5\u5177\u4f86\u70ba\u6a21\u578b\u7d66\u51fa\u7684\u9810\u6e2c\u7d50\u679c\u63d0\u4f9b\u89e3\u91cb\u3002\u4f8b\u5982\uff1aSHAP\uff08Shapley additive 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interaction\uff0cHCI\uff09\u7684\u77e5\u8b58\u4e5f\u9808\u5230\u4f4d\u3002\u5373\u4f7f\u5df2\u6709\u8a31\u591a\u5de5\u5177\u8207\u5957\u4ef6\u53ef\u4f9b\u4f7f\u7528\uff0c\u4f46\u7814\u7a76\u4eba\u54e1\u80fd\u5426\u6b63\u78ba\u89e3\u8b80\u9019\u4e9b\u5de5\u5177\u6240\u63d0\u4f9b\u7684\u6578\u64da\u4e5f\u662f\u4e00\u5927\u554f\u984c\u3002<\/p>\n<p><strong>\u4f60\u771f\u7684\u719f\u6089\u6240\u4f7f\u7528\u7684\u5de5\u5177\u55ce\uff1f<\/strong><\/p>\n<p>\u5fae\u8edf\u7684\u5de5\u7a0b\u5e2b\u5011\u70ba\u4e86\u4e86\u89e3\u6a21\u578b\u89e3\u91cb\u5de5\u5177\u662f\u5426\u80fd\u5e6b\u52a9\u4f7f\u7528\u8005\u7406\u89e3\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u7684\u6c7a\u7b56\u904e\u7a0b\uff0c\u4ed6\u5011\u8b93\u4e00\u4e9b\u6578\u64da\u79d1\u5b78\u5bb6\u5011\u5be6\u969b\u64cd\u4f5c\u5169\u7a2e\u53ef\u4ee5\u8f15\u9b06\u53d6\u5f97\u7684\u6a21\u578b\u89e3\u91cb\u5de5\u5177\u2500\u2500\u5305\u62ec\u5fae\u8edf\u81ea\u5df1\u958b\u767c\u7684InterpretML\u4ee5\u53caPython\u63d0\u4f9b\u7684SHAP\u5957\u4ef6\u2500\u2500\u4e26\u901a\u904e\u8a2a\u8ac7\u7372\u53d6\u4ed6\u5011\u7684\u56de\u994b\u610f\u898b\u3002<\/p>\n<p>\u5be6\u9a57\u5206\u4e09\u500b\u968e\u6bb5\uff1a<\/p>\n<p>\u7b2c\u4e00\u3001\u524d\u5c0e\u8a2a\u8ac7\uff1a\u91d0\u6e05\u4f7f\u7528\u8005\u5728\u65e5\u5e38\u5de5\u4f5c\u4e2d\u5e38\u78b0\u5230\u7684\u554f\u984c\u3002\u591a\u8207\u8cc7\u6599\u672c\u8eab\u6709\u95dc\uff0c\u4f8b\u5982\uff1a\u5982\u4f55\u8655\u7f6e\u7f3a\u5931\u3001\u91cd\u8907\u6216\u6703\u96a8\u6642\u9593\u8b8a\u52d5\u7684\u6578\u64da\u7b49\uff1b<\/p>\n<p>\u7b2c\u4e8c\u3001\u60c5\u5883\u63a2\u7d22\uff1a\u6839\u64da\u524d\u5c0e\u8a2a\u554f\u4e2d\u6b78\u7d0d\u51fa\u7684\u554f\u984c\u8a2d\u8a08\u6a21\u64ec\u60c5\u5883\u3002\u7814\u7a76\u4eba\u54e1\u63d0\u4f9b\u6bcf\u4f4d\u53d7\u8a66\u8005\uff1a\u5b8c\u6574\u7684\u8cc7\u6599\u96c6\u3001\u5229\u7528\u8a72\u8cc7\u6599\u96c6\u8a13\u7df4\u51fa\u7684\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u4ee5\u53ca\u4e0a\u8ff0\u7684\u5169\u7a2e\u89e3\u91cb\u5de5\u5177\uff0c\u4e26\u8981\u6c42\u53d7\u8a2a\u8005\u5229\u7528\u9019\u4e9b\u8cc7\u6e90\u4f86\u56de\u7b54\u4e00\u7cfb\u5217\u6709\u95dc\u65bc\u8a72\u6a21\u578b\u7684\u89e3\u91cb\u6027\u554f\u984c\u3002\u610f\u5728\u89c0\u5bdf\u4f7f\u7528\u8005\u662f\u5426\u80fd\u6b63\u78ba\u4f7f\u7528\u9019\u4e9b\u5de5\u5177\uff0c\u4e26\u767c\u6398\u524d\u5c0e\u8a2a\u554f\u4e2d\u6b78\u7d0d\u51fa\u7684\u90a3\u4e9b\u554f\u984c\uff1b<\/p>\n<p>\u7b2c\u4e09\u3001\u64f4\u5927\u8abf\u67e5\uff1a\u540c\u6a23\u7684\u6a21\u64ec\u60c5\u5883\uff0c\u4f46\u7dda\u4e0a\u62db\u52df\u66f4\u591a\u6709\u76f8\u95dc\u7d93\u9a57\u7684\u53d7\u8a2a\u8005\u3002\u7531\u65bc\u7121\u6cd5\u5be6\u969b\u64cd\u4f5c\uff0c\u7814\u7a76\u4eba\u54e1\u8acb\u4ed6\u5011\u55ae\u6191\u5716\u8868\uff08\u4f86\u81ea\u65bcInterpretML\u6216SHAP\u4efb\u4e00\u5de5\u5177\uff1b\u9019\u4e9b\u5716\u8868\u53ef\u80fd\u88ab\u523b\u610f\u64cd\u4f5c\uff0c\u4f8b\u5982\u5c07\u8ca2\u737b\u8f03\u5c0f\u7684\u7279\u5fb5\u79fb\u5230\u5716\u8868\u4e2d\u8f03\u986f\u76ee\u7684\u4f4d\u7f6e\uff09\u56de\u7b54\u8207\u6a21\u578b\u89e3\u91cb\u6027\u76f8\u95dc\u7684\u554f\u984c\u3002\u610f\u5728\u91cf\u5316\u524d\u4e00\u968e\u6bb5\u7684\u767c\u73fe\uff0c\u4e26\u91d0\u6e05\u6578\u64da\u79d1\u5b78\u5bb6\u5011\u5982\u4f55\u770b\u5f85\u9019\u4e9b\u89e3\u91cb\u5de5\u5177\u3002<\/p>\n<p>\u7814\u7a76\u7d50\u679c\u6307\u51fa\uff0c\u5118\u7ba1\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u5f9e\u7db2\u8def\u4e0a\u4e0b\u8f09\u9019\u4e9b\u89e3\u91cb\u5de5\u5177\uff0c\u4f7f\u7528\u6559\u7a0b\u4e5f\u96a8\u4e4b\u9644\u4e0a\uff0c\u4f7f\u7528\u8005\u5c0d\u65bc\u89e3\u91cb\u5de5\u5177\u7684\u8a8d\u77e5\u4ee5\u53ca\u9019\u4e9b\u89e3\u91cb\u5de5\u5177\u7684\u9810\u671f\u76ee\u6a19\u4e4b\u9593\u4ecd\u6709\u4e00\u6bb5\u5dee\u8ddd\uff0c\u5c0e\u81f4\u4f7f\u7528\u8005\u4e0d\u662f\u904e\u5ea6\u4fe1\u4efb\u89e3\u91cb\u5de5\u5177\uff0c\u5c31\u662f\u6c92\u6709\u5c07\u89e3\u91cb\u5de5\u5177\u7684\u7cbe\u96a8\u767c\u63ee\u51fa\u4f86\u3002\u4e5f\u5c31\u662f\u8aaa\uff1a\u89e3\u91cb\u5de5\u5177\u5c07\u7d50\u679c\u4ee5\u5716\u8868\u7684\u65b9\u5f0f\u8996\u89ba\u5316\u5448\u73fe\uff0c\u7136\u800c\u4f7f\u7528\u8005\u5c0d\u9019\u4e9b\u5716\u8868\u7684\u7406\u89e3\u6d41\u65bc\u8868\u8c61\u3002\u5982\u679c\u5716\u8868\u7b26\u5408\u4f7f\u7528\u8005\u6240\u8a2d\u60f3\u7684\uff0c\u5247\u5b8c\u5168\u4fe1\u4efb\uff1b\u53cd\u4e4b\uff0c\u5247\u68c4\u4e4b\u4e0d\u7528\uff0c\u672a\u80fd\u53cd\u601d\u4ed6\u5011\u539f\u5148\u60f3\u85c9\u52a9\u89e3\u91cb\u5de5\u5177\u4e86\u89e3\u7684\u554f\u984c\u3002\u66f4\u6709\u4e9b\u4eba\u56e0\u70ba\u9019\u4e9b\u89e3\u91cb\u5de5\u5177\u662f\u516c\u958b\u8cc7\u6e90\u4e26\u5ee3\u6cdb\u4f7f\u7528\uff0c\u800c\u9078\u64c7\u76f2\u76ee\u63a5\u53d7\u5176\u6240\u7d66\u51fa\u7684\u6240\u6709\u7d50\u679c\u3002<\/p>\n<p><strong>\u6709\u5716\u6709\u771f\u76f8\uff1f<\/strong><\/p>\n<p>\u5373\u4f7fInterpretML\u4ee5\u53caSHAP\u5957\u4ef6\u6700\u7d42\u90fd\u6703\u4ee5\u5716\u8868\u5448\u73fe\u5206\u6790\u7d50\u679c\uff0c\u4e0d\u904e\u9019\u4e9b\u5716\u8868\u4e0a\u7684\u8cc7\u8a0a\u4e26\u4e0d\u5b8c\u6574\u3002\u96d6\u7136\u9019\u4e9b\u8cc7\u8a0a\u90fd\u5beb\u5728\u6559\u7a0b\u4e2d\uff0c\u4f46\u4f7f\u7528\u8005\u662f\u5426\u6709\u5b8c\u6574\u6d88\u5316\u5176\u4e2d\u7684\u5167\u5bb9\uff0c\u537b\u662f\u500b\u554f\u865f\u3002\u6709\u4e9b\u4f7f\u7528\u8005\u66f4\u53cd\u6620\uff1a\u300c\u5716\u8868\u4e0a\u7d66\u4e86\u8a31\u591a\u6578\u5b57\uff0c\u4f46\u662f\u6211\u4e0d\u78ba\u5b9a\u5b83\u5011\u662f\u4ec0\u9ebc\u610f\u601d\u3002\u56e0\u70ba\u9019\u4e9b\u6578\u5b57\u51fa\u73fe\u5728\u5716\u4e0a\uff0c\u800c\u6c92\u6709\u4efb\u4f55\u63cf\u8ff0\u3002\u300d\u5118\u7ba1\u5982\u6b64\uff0c\u591a\u6578\u4f7f\u7528\u8005\u9084\u662f\u5728\u7f3a\u5c11\u9019\u4e9b\u8cc7\u8a0a\u7684\u60c5\u6cc1\u4e0b\u7e7c\u7e8c\u4f7f\u7528\u9019\u4e9b\u5716\u8868\uff0c\u9032\u800c\u5c0d\u6578\u64da\u3001\u6a21\u578b\u3001\u89e3\u91cb\u5de5\u5177\u7b49\u6709\u4e86\u932f\u8aa4\u5047\u8a2d\u8207\u89e3\u8b80\u3002\u6709\u6642\u5019\u5716\u8868\u7684\u5ea7\u6a19\u8ef8\u55ae\u4f4d\u4e0d\u540c\uff0c\u800c\u4f7f\u7528\u8005\u537b\u6c92\u6709\u6ce8\u610f\u5230\u9019\u9ede\uff0c\u5c0e\u81f4\u5f97\u5230\u932f\u8aa4\u7684\u7d50\u8ad6\u3002<\/p>\n<div id=\"attachment_83734\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"size-full wp-image-83734\" src=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/wp-content\/uploads\/2020\/04\/InterpretML-1.png\" alt=\"\" width=\"1179\" height=\"473\" \/><\/p>\n<p class=\"wp-caption-text\">\u89e3\u91cb\u5de5\u5177\u91cf\u5316\u4e86\u6bcf\u500b\u7279\u5fb5\u5c0d\u6a21\u578b\u7684\u5f71\u97ff\u529b\uff0c\u4e26\u4ee5\u591a\u5f35\u5716\u8868\u7684\u65b9\u5f0f\u5c07\u5206\u6790\u7d50\u679c\u8996\u89ba\u5316\u3002\u4e0a\u534a\u90e8\uff1aInterpretML\uff1b\u4e0b\u534a\u90e8\uff1aSHAP\u3002\uff08\u5716\u7247\u4f86\u6e90\uff1aH. Kaur et al., 2019.\uff09<\/p>\n<\/div>\n<p><strong>\u53ef\u4ee5\u505a\u7684\u66f4\u597d<\/strong><\/p>\n<p>\u76ee\u524d\u70ba\u6b62\uff0c\u6a5f\u5668\u5b78\u7fd2\u8207HCI\u662f\u7368\u7acb\u767c\u5c55\u7684\u3002\u800c\u5f9e\u5fae\u8edf\u5718\u968a\u7684\u7814\u7a76\uff0c\u6211\u5011\u53ef\u4ee5\u767c\u73fe\uff1a\u552f\u6709\u4f7f\u7528\u8005\u4e86\u89e3\u89e3\u91cb\u5de5\u5177\u672c\u8eab\u7684\u529f\u80fd\u8207\u4f7f\u7528\u65b9\u6cd5\uff0c\u5c0d\u89e3\u91cb\u6a21\u578b\u624d\u80fd\u66f4\u6709\u5e6b\u52a9\uff0c\u9019\u4e4b\u4e2d\u5305\u542b\u4f7f\u7528\u6559\u7a0b\u7684\u8a2d\u8a08\u3001\u6539\u9032\u5716\u8868\u5448\u73fe\u65b9\u5f0f\u4ee5\u53ca\u4e92\u52d5\u4ecb\u9762\u7b49\u3002\u5118\u7ba1\u6211\u5011\u8aaa\u300c\u5de5\u6b32\u5584\u5176\u4e8b\uff0c\u5fc5\u5148\u5229\u5176\u5668\u300d\uff0c\u800c\u9019\u500b\u300c\u5668\u300d\u96d6\u7136\u8981\u300c\u5229\u300d\uff0c\u4f7f\u7528\u8005\u4e5f\u5f97\u6e05\u695a\u70ba\u4ec0\u9ebc\u4ee5\u53ca\u5982\u4f55\u4f7f\u7528\u6b64\u5668\uff0c\u624d\u80fd\u6210\u4e8b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u7de8\u8b6f\u4f86\u6e90<\/strong><\/p>\n<p>H. Kaur, H. Nori, S. Jenkins, R. Caruana, H. Wallach, and J. W. Vaughan, \u201cInterpreting Interpretability: Understanding Data Scientists\u2019 Use of Interpretability Tools for Machine Learning,\u201d Working paper2019.<\/p>\n<p><strong>\u53c3\u8003\u8cc7\u6599<\/strong><\/p>\n<p>H. Nori, S. Jenkins, P. Koch, and R. Caruana, \u201cInterpretML: A Unified Framework for Machine Learning Interpretability,\u201d\u00a0<em>arXiv preprint arXiv:1909.09223,\u00a0<\/em>2019.<\/p>\n<p>(\u672c\u6587\u7531\u6559\u80b2\u90e8\u88dc\u52a9\u300cAI\u5831\u5831\u2500AI\u79d1\u666e\u63a8\u5ee3\u8a08\u756b\u300d\u57f7\u884c\u5718\u968a\u7de8\u8b6f)<\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u96a8\u8457\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u7684\u61c9\u7528\u7bc4\u570d\u8d8a\u4f86\u8d8a\u5ee3\uff0c\u4e5f\u5c31\u4e0d\u53ef\u907f\u514d\u5730\u5c0d\u6211\u5011\u7684\u751f\u6d3b\u9020\u6210\u6216\u591a\u6216\u5c11\u7684\u5f71\u97ff\uff0c\u751a\u81f3\u64f4\u5927\u539f\u672c\u5c31\u5b58\u5728\u793e\u6703\u4e2d\u7684\u6b67\u8996\u6216\u7d66\u51fa\u4e0d\u516c\u7684\u9810\u6e2c\u7d50\u679c\uff0c\u6df1\u5165\u4e86\u89e3\u6a21\u578b\u7684\u5167\u90e8\u904b\u4f5c\u4e5f\u5c31\u6709\u5176\u5fc5\u8981\u6027\u3002\u7136\u800c\u53ef\u89e3\u91cb\u6027\u7684\u76f8\u95dc\u7814\u7a76\u76f8\u7576\u56f0\u96e3\uff0c\u5373\u4f7f\u5df2\u6709\u8a31\u591a\u5de5\u5177\u8207\u5957\u4ef6\u53ef\u4f9b\u4f7f\u7528\uff0c\u4f46\u7814\u7a76\u4eba\u54e1\u80fd\u5426\u6b63\u78ba\u89e3\u8b80\u9019\u4e9b\u5de5\u5177\u6240\u63d0\u4f9b\u7684\u6578\u64da\u4e5f\u662f\u4e00\u5927\u554f\u984c\u3002<\/p>\n","protected":false},"author":21,"featured_media":38217,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293],"tags":[4166,5589,5590,5591,5592],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/12\/statistic.png","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/38216"}],"collection":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/users\/21"}],"replies":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=38216"}],"version-history":[{"count":1,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/38216\/revisions"}],"predecessor-version":[{"id":38218,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/38216\/revisions\/38218"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/38217"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=38216"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=38216"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=38216"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}