{"id":200103,"date":"2024-05-10T01:31:12","date_gmt":"2024-05-09T17:31:12","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/200103.html"},"modified":"2024-05-10T01:31:15","modified_gmt":"2024-05-09T17:31:15","slug":"%e7%9b%ae%e5%89%8d%e5%8d%8a%e7%9b%91%e7%9d%a3%e8%81%9a%e7%b1%bb%e6%96%b9%e5%90%91%e6%9c%89%e4%bb%80%e4%b9%88%e4%bc%98%e7%a7%80%e7%9a%84%e7%ae%97%e6%b3%95","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/200103.html","title":{"rendered":"\u76ee\u524d\u534a\u76d1\u7763\u805a\u7c7b\u65b9\u5411\u6709\u4ec0\u4e48\u4f18\u79c0\u7684\u7b97\u6cd5"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/24141039\/866acd86-6008-4220-b014-ab7be72fb64e.webp\" alt=\"\u76ee\u524d\u534a\u76d1\u7763\u805a\u7c7b\u65b9\u5411\u6709\u4ec0\u4e48\u4f18\u79c0\u7684\u7b97\u6cd5\" \/><\/p>\n<p><p>\u534a\u76d1\u7763\u805a\u7c7b\u662f<a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u4e2d\u4e00\u79cd\u7ed3\u5408\u4e86\u6709\u6807\u7b7e\u6570\u636e\u548c\u65e0\u6807\u7b7e\u6570\u636e\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u7684\u65b9\u6cd5\u3002<strong>\u76ee\u524d\uff0c\u5728\u534a\u76d1\u7763\u805a\u7c7b\u65b9\u5411\uff0c\u6700\u4f18\u79c0\u7684\u7b97\u6cd5\u4e3b\u8981\u5305\u62ec\u57fa\u4e8e\u56fe\u7684\u65b9\u6cd5\u3001\u57fa\u4e8e\u7ea6\u675f\u7684\u65b9\u6cd5\u3001\u57fa\u4e8e\u6a21\u578b\u7684\u65b9\u6cd5<\/strong>\u3002\u5176\u4e2d\uff0c<strong>\u57fa\u4e8e\u56fe\u7684\u65b9\u6cd5<\/strong>\u662f\u901a\u8fc7\u6784\u5efa\u6570\u636e\u70b9\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027\u56fe\u6765\u8fbe\u5230\u805a\u7c7b\u76ee\u7684\uff0c\u8fd9\u79cd\u65b9\u6cd5\u5c24\u5176\u5f3a\u8c03\u6570\u636e\u95f4\u7684\u5c40\u90e8\u76f8\u4f3c\u6027\uff0c\u6709\u52a9\u4e8e\u51f8\u663e\u6570\u636e\u7684\u56fa\u6709\u7ed3\u6784\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u57fa\u4e8e\u56fe\u7684\u65b9\u6cd5<\/h3>\n<\/p>\n<p><p>\u57fa\u4e8e\u56fe\u7684\u7b97\u6cd5\u5229\u7528\u56fe\u8bba\u7684\u539f\u7406\uff0c\u5c06\u6570\u636e\u96c6\u4e2d\u7684\u6837\u672c\u8868\u793a\u4e3a\u56fe\u4e2d\u7684\u9876\u70b9\uff0c\u6837\u672c\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027\u8868\u793a\u4e3a\u8fb9\u7684\u6743\u91cd\u3002\u8fd9\u7c7b\u7b97\u6cd5\u7684\u6838\u5fc3\u5728\u4e8e\u80fd\u591f\u901a\u8fc7\u4f18\u5316\u56fe\u7684\u5212\u5206\u6765\u8fbe\u5230\u805a\u7c7b\u7684\u76ee\u7684\u3002MPCK-Means\u548c\u8c31\u805a\u7c7b\u662f\u8fd9\u4e00\u65b9\u5411\u4e0a\u7684\u4e24\u4e2a\u7ecf\u5178\u4ee3\u8868\u3002<\/p>\n<\/p>\n<p><p><strong>MPCK-Means<\/strong>\u7ed3\u5408\u4e86K-means\u7b97\u6cd5\u548c\u6210\u5bf9\u7ea6\u675f(p<a href=\"https:\/\/docs.pingcode.com\/blog\/59162.html\" target=\"_blank\">AI<\/a>rwise constraints)\u6765\u5f15\u5bfc\u805a\u7c7b\u8fc7\u7a0b\uff0c\u901a\u8fc7\u4f7f\u7528\u5df2\u6807\u6ce8\u7684\u6837\u672c\u4fe1\u606f\u6765\u8c03\u6574\u65e0\u6807\u6ce8\u6837\u672c\u95f4\u7684\u8ddd\u79bb\u5ea6\u91cf\uff0c\u4f7f\u540c\u7c7b\u6837\u672c\u7684\u8ddd\u79bb\u66f4\u8fd1\uff0c\u5f02\u7c7b\u6837\u672c\u7684\u8ddd\u79bb\u66f4\u8fdc\u3002\u5b83\u901a\u8fc7\u8fed\u4ee3\u4f18\u5316\u65b9\u5f0f\uff0c\u5728\u6bcf\u4e00\u6b65\u4e2d\u6839\u636e\u5f53\u524d\u7684\u805a\u7c7b\u7ed3\u679c\u8c03\u6574\u8ddd\u79bb\u5ea6\u91cf\uff0c\u7136\u540e\u6839\u636e\u65b0\u7684\u5ea6\u91cf\u8fdb\u884c\u805a\u7c7b\uff0c\u76f4\u5230\u6536\u655b\u3002<\/p>\n<\/p>\n<p><p><strong>\u8c31\u805a\u7c7b<\/strong>\u5219\u662f\u901a\u8fc7\u6784\u5efa\u6837\u672c\u7684\u76f8\u4f3c\u5ea6\u77e9\u9635\uff0c\u5c06\u805a\u7c7b\u95ee\u9898\u8f6c\u6362\u4e3a\u56fe\u7684\u6700\u4f18\u5212\u5206\u95ee\u9898\uff0c\u5176\u6838\u5fc3\u662f\u7528\u6570\u636e\u7684\u8c31\uff08\u5373\u6570\u636e\u76f8\u4f3c\u5ea6\u77e9\u9635\u7684\u7279\u5f81\u5411\u91cf\uff09\u6765\u8fdb\u884c\u805a\u7c7b\u3002\u8fd9\u79cd\u65b9\u6cd5\u5728\u5904\u7406\u590d\u6742\u7ed3\u6784\u7684\u6570\u636e\u4e0a\u8868\u73b0\u51fa\u66f4\u597d\u7684\u6027\u80fd\uff0c\u5c24\u5176\u662f\u5f53\u805a\u7c7b\u5f62\u72b6\u975e\u7403\u5f62\u65f6\u3002<\/p>\n<\/p>\n<p><h3>\u4e8c\u3001\u57fa\u4e8e\u7ea6\u675f\u7684\u65b9\u6cd5<\/h3>\n<\/p>\n<p><p>\u57fa\u4e8e\u7ea6\u675f\u7684\u65b9\u6cd5\u901a\u8fc7\u5f15\u5165\u5c11\u91cf\u7684\u76d1\u7763\u4fe1\u606f\uff08\u5982\u6210\u5bf9\u7684\u7ea6\u675f\uff09\uff0c\u6765\u5f15\u5bfc\u805a\u7c7b\u8fc7\u7a0b\u3002\u8fd9\u7c7b\u7b97\u6cd5\u4e3b\u8981\u662f\u901a\u8fc7\u5229\u7528\u5c11\u91cf\u6807\u6ce8\u4fe1\u606f\u6765\u63d0\u9ad8\u805a\u7c7b\u7684\u51c6\u786e\u6027\u548c\u7a33\u5b9a\u6027\u3002Constrained K-means \u548c COP-Kmeans \u662f\u6b64\u65b9\u5411\u4e0a\u7684\u4ee3\u8868\u3002<\/p>\n<\/p>\n<p><p><strong>Constrained K-means<\/strong>\u662f\u5728\u4f20\u7edfK-means\u7b97\u6cd5\u7684\u57fa\u7840\u4e0a\u4fee\u6539\u800c\u6765\uff0c\u901a\u8fc7\u52a0\u5165\u6210\u5bf9\u7ea6\u675f\u6765\u6307\u5bfc\u805a\u7c7b\u8fc7\u7a0b\uff0c\u4ee5\u8fbe\u5230\u66f4\u597d\u7684\u805a\u7c7b\u6548\u679c\u3002<\/p>\n<\/p>\n<p><p><strong>COP-Kmeans<\/strong>\uff08Constrained Optimization Problem K-means\uff09\u5219\u662f\u4e00\u79cd\u7279\u6b8a\u7684K-means\u7b97\u6cd5\uff0c\u5b83\u5728\u805a\u7c7b\u8fc7\u7a0b\u4e2d\u8003\u8651\u4e86\u7528\u6237\u63d0\u4f9b\u7684\u7ea6\u675f\u6761\u4ef6\u3002\u8fd9\u4e9b\u7ea6\u675f\u5305\u62ec\u5fc5\u987b\u94fe\u63a5\u7684\u7ea6\u675f\u548c\u4e0d\u53ef\u94fe\u63a5\u7684\u7ea6\u675f\uff0c\u5373\u4e00\u4e9b\u6570\u636e\u70b9\u5fc5\u987b\u5c5e\u4e8e\u540c\u4e00\u4e2a\u7c07\u6216\u4e0d\u540c\u7c07\u3002<\/p>\n<\/p>\n<p><h3>\u4e09\u3001\u57fa\u4e8e\u6a21\u578b\u7684\u65b9\u6cd5<\/h3>\n<\/p>\n<p><p>\u57fa\u4e8e\u6a21\u578b\u7684\u65b9\u6cd5\u5c1d\u8bd5\u5c06\u805a\u7c7b\u8fc7\u7a0b\u5efa\u6a21\u4e3a\u4e00\u4e2a\u6982\u7387\u6a21\u578b\uff0c\u5176\u4e2d\u6700\u8457\u540d\u7684\u7b97\u6cd5\u5305\u62ec\u9ad8\u65af\u6df7\u5408\u6a21\u578b\uff08GMM\uff09\u548c\u6f5c\u5728\u72c4\u5229\u514b\u96f7\u5206\u914d\uff08LDA\uff09\u3002<\/p>\n<\/p>\n<p><p>\u9ad8\u65af\u6df7\u5408\u6a21\u578b\uff08GMM\uff09\u901a\u8fc7\u5047\u8bbe\u6570\u636e\u7531\u591a\u4e2a\u9ad8\u65af\u5206\u5e03\u7ec4\u6210\uff0c\u805a\u7c7b\u95ee\u9898\u8f6c\u5316\u4e3a\u53c2\u6570\u4f30\u8ba1\u95ee\u9898\u3002\u6bcf\u4e2a\u9ad8\u65af\u5206\u5e03\u5bf9\u5e94\u4e00\u4e2a\u805a\u7c7b\u4e2d\u5fc3\uff0c\u901a\u8fc7EM\uff08\u671f\u671b\u6700\u5927\u5316\uff09\u7b97\u6cd5\u6765\u8fed\u4ee3\u4f30\u8ba1\u6a21\u578b\u53c2\u6570\u3002<\/p>\n<\/p>\n<p><p>\u6f5c\u5728\u72c4\u5229\u514b\u96f7\u5206\u914d\uff08LDA\uff09\u5219\u662f\u4e00\u4e2a\u4e3b\u9898\u6a21\u578b\uff0c\u5b83\u5047\u8bbe\u6587\u6863\u7531\u591a\u4e2a\u4e3b\u9898\u7ec4\u6210\uff0c\u6bcf\u4e2a\u4e3b\u9898\u7531\u591a\u4e2a\u5355\u8bcd\u7ec4\u6210\u3002\u901a\u8fc7LDA\u53ef\u4ee5\u6709\u6548\u53d1\u73b0\u6587\u6863\u96c6\u4e2d\u9690\u85cf\u7684\u4e3b\u9898\u7ed3\u6784\uff0c\u8fdb\u800c\u7528\u4e8e\u6587\u6863\u7684\u805a\u7c7b\u3002LDA\u6a21\u578b\u80fd\u591f\u5904\u7406\u5927\u91cf\u65e0\u6807\u7b7e\u6587\u6863\uff0c\u901a\u8fc7\u5c11\u91cf\u6709\u6807\u7b7e\u6587\u6863\u6765\u6307\u5bfc\u4e3b\u9898\u7684\u5f62\u6210\uff0c\u8fdb\u800c\u63d0\u9ad8\u805a\u7c7b\u7684\u51c6\u786e\u6027\u548c\u53ef\u89e3\u91ca\u6027\u3002<\/p>\n<\/p>\n<p><p>\u5728\u534a\u76d1\u7763\u805a\u7c7b\u7814\u7a76\u9886\u57df\uff0c<strong>\u8fd9\u4e9b\u7b97\u6cd5\u5404\u6709\u5343\u79cb<\/strong>\uff0c\u4f46\u90fd\u5728\u52aa\u529b\u89e3\u51b3\u5982\u4f55\u66f4\u597d\u5730\u5229\u7528\u5c11\u91cf\u7684\u6807\u6ce8\u4fe1\u606f\u6765\u63d0\u9ad8\u805a\u7c7b\u6548\u679c\u7684\u95ee\u9898\u3002\u9488\u5bf9\u4e0d\u540c\u7684\u5e94\u7528\u573a\u666f\u548c\u6570\u636e\u7279\u6027\uff0c\u7814\u7a76\u8005\u9700\u8981\u9009\u62e9\u5408\u9002\u7684\u534a\u76d1\u7763\u805a\u7c7b\u7b97\u6cd5\uff0c\u4ee5\u8fbe\u5230\u6700\u597d\u7684\u805a\u7c7b\u6548\u679c\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p><strong>1. \u6709\u54ea\u4e9b\u534a\u76d1\u7763\u805a\u7c7b\u7b97\u6cd5\u53ef\u4ee5\u89e3\u51b3\u6311\u6218\u6027\u95ee\u9898\uff1f<\/strong><\/p>\n<p>\u534a\u76d1\u7763\u805a\u7c7b\u7b97\u6cd5\u5728\u89e3\u51b3\u6311\u6218\u6027\u95ee\u9898\u4e0a\u5177\u6709\u5f88\u5f3a\u7684\u5e94\u7528\u6f5c\u529b\u3002\u5176\u4e2d\uff0c\u8c31\u805a\u7c7b\u7b97\u6cd5\u662f\u4e00\u4e2a\u4f18\u79c0\u7684\u534a\u76d1\u7763\u805a\u7c7b\u7b97\u6cd5\u4e4b\u4e00\u3002\u5b83\u662f\u57fa\u4e8e\u56fe\u8bba\u7684\u4e00\u79cd\u65b9\u6cd5\uff0c\u53ef\u4ee5\u5229\u7528\u6570\u636e\u7684\u7279\u5f81\u76f8\u4f3c\u6027\u5efa\u7acb\u56fe\u6a21\u578b\uff0c\u5e76\u901a\u8fc7\u8c31\u5206\u6790\u5e94\u7528\u57fa\u672c\u805a\u7c7b\u7b97\u6cd5\u6765\u83b7\u53d6\u534a\u76d1\u7763\u805a\u7c7b\u7ed3\u679c\u3002\u6b64\u5916\uff0c\u81ea\u9002\u5e94\u57fa\u4e8e\u56fe\u7684\u534a\u76d1\u7763\u805a\u7c7b\u7b97\u6cd5\uff08AGGC\uff09\u4e5f\u662f\u4e00\u4e2a\u975e\u5e38\u597d\u7684\u9009\u62e9\u3002AGGC\u7b97\u6cd5\u901a\u8fc7\u81ea\u9002\u5e94\u5730\u8c03\u6574\u6743\u91cd\u77e9\u9635\uff0c\u5c06\u534a\u76d1\u7763\u5b66\u4e60\u548c\u805a\u7c7b\u76f8\u7ed3\u5408\uff0c\u4ee5\u63d0\u9ad8\u805a\u7c7b\u6027\u80fd\u3002\u8fd8\u6709\u4e00\u4e9b\u5176\u4ed6\u7684\u4f18\u79c0\u7b97\u6cd5\uff0c\u5982\u5757\u6a21\u578b\u805a\u7c7b\uff08BMC\uff09\u548c\u591a\u4efb\u52a1\u5b66\u4e60\u534a\u76d1\u7763\u805a\u7c7b\uff08MTLSC\uff09\uff0c\u4e5f\u503c\u5f97\u5173\u6ce8\u3002<\/p>\n<p><strong>2. \u5982\u4f55\u9009\u62e9\u9002\u5408\u7684\u534a\u76d1\u7763\u805a\u7c7b\u7b97\u6cd5\u6765\u89e3\u51b3\u95ee\u9898\uff1f<\/strong><\/p>\n<p>\u9009\u62e9\u9002\u5408\u7684\u534a\u76d1\u7763\u805a\u7c7b\u7b97\u6cd5\u9700\u8981\u8003\u8651\u95ee\u9898\u7684\u7279\u5f81\u4ee5\u53ca\u6240\u9700\u5e94\u5bf9\u7684\u6311\u6218\u3002\u9996\u5148\uff0c\u9700\u8981\u786e\u5b9a\u95ee\u9898\u7684\u6570\u636e\u7c7b\u578b\u548c\u5c5e\u6027\uff0c\u4f8b\u5982\u662f\u5426\u662f\u6570\u503c\u578b\u6216\u6587\u672c\u578b\u6570\u636e\uff0c\u6570\u636e\u7684\u7ef4\u5ea6\u548c\u5206\u5e03\u7b49\u3002\u5176\u6b21\uff0c\u9700\u8003\u8651\u6570\u636e\u96c6\u4e2d\u662f\u5426\u5b58\u5728\u6807\u8bb0\u597d\u7684\u6837\u672c\uff0c\u4ee5\u53ca\u6807\u8bb0\u6837\u672c\u7684\u6570\u91cf\u3002\u5982\u679c\u53ea\u6709\u5c11\u6570\u6807\u8bb0\u6837\u672c\uff0c\u53ef\u4ee5\u9009\u62e9\u57fa\u4e8e\u56fe\u7684\u534a\u76d1\u7763\u805a\u7c7b\u7b97\u6cd5\uff0c\u5982\u8c31\u805a\u7c7b\u3002\u5982\u679c\u6807\u8bb0\u6837\u672c\u8f83\u591a\uff0c\u53ef\u4ee5\u5c1d\u8bd5\u4f7f\u7528\u81ea\u9002\u5e94\u57fa\u4e8e\u56fe\u7684\u534a\u76d1\u7763\u805a\u7c7b\u7b97\u6cd5\uff08AGGC\uff09\u7b49\u3002\u6700\u540e\uff0c\u8fd8\u9700\u8981\u8003\u8651\u7b97\u6cd5\u7684\u590d\u6742\u5ea6\u548c\u53ef\u6269\u5c55\u6027\uff0c\u4ee5\u786e\u4fdd\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u80fd\u591f\u6709\u6548\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u96c6\u3002<\/p>\n<p><strong>3. \u534a\u76d1\u7763\u805a\u7c7b\u7b97\u6cd5\u5728\u54ea\u4e9b\u9886\u57df\u6709\u6210\u529f\u5e94\u7528\u6848\u4f8b\uff1f<\/strong><\/p>\n<p>\u534a\u76d1\u7763\u805a\u7c7b\u7b97\u6cd5\u5728\u8bb8\u591a\u9886\u57df\u90fd\u53d6\u5f97\u4e86\u6210\u529f\u7684\u5e94\u7528\u3002\u5176\u4e2d\uff0c\u6587\u672c\u805a\u7c7b\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u9886\u57df\u4e4b\u4e00\u3002\u5728\u6587\u672c\u805a\u7c7b\u4e2d\uff0c\u534a\u76d1\u7763\u805a\u7c7b\u7b97\u6cd5\u53ef\u4ee5\u5229\u7528\u672a\u6807\u8bb0\u7684\u6587\u672c\u6570\u636e\u8fdb\u884c\u6316\u6398\uff0c\u5e2e\u52a9\u8bc6\u522b\u51fa\u76f8\u5173\u7684\u6587\u672c\u7fa4\u7ec4\u3002\u6b64\u5916\uff0c\u534a\u76d1\u7763\u805a\u7c7b\u7b97\u6cd5\u8fd8\u53ef\u4ee5\u5e94\u7528\u4e8e\u56fe\u50cf\u5206\u5272\u548c\u76ee\u6807\u8bc6\u522b\u9886\u57df\u3002\u901a\u8fc7\u5229\u7528\u672a\u6807\u8bb0\u7684\u56fe\u50cf\u6570\u636e\uff0c\u534a\u76d1\u7763\u805a\u7c7b\u7b97\u6cd5\u53ef\u4ee5\u5e2e\u52a9\u63d0\u9ad8\u56fe\u50cf\u5206\u5272\u7684\u51c6\u786e\u6027\u548c\u76ee\u6807\u8bc6\u522b\u7684\u9c81\u68d2\u6027\u3002\u6b64\u5916\uff0c\u534a\u76d1\u7763\u805a\u7c7b\u7b97\u6cd5\u8fd8\u9002\u7528\u4e8e\u793e\u4ea4\u7f51\u7edc\u5206\u6790\u3001\u751f\u7269\u4fe1\u606f\u5b66\u3001\u63a8\u8350\u7cfb\u7edf\u7b49\u9886\u57df\uff0c\u5728\u8fd9\u4e9b\u9886\u57df\u4e2d\u90fd\u6709\u76f8\u5e94\u7684\u6210\u529f\u5e94\u7528\u6848\u4f8b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u534a\u76d1\u7763\u805a\u7c7b\u662f\u673a\u5668\u5b66\u4e60\u4e2d\u4e00\u79cd\u7ed3\u5408\u4e86\u6709\u6807\u7b7e\u6570\u636e\u548c\u65e0\u6807\u7b7e\u6570\u636e\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u7684\u65b9\u6cd5\u3002\u76ee\u524d\uff0c\u5728\u534a\u76d1\u7763\u805a\u7c7b\u65b9\u5411\uff0c\u6700\u4f18\u79c0\u7684\u7b97\u6cd5 [&hellip;]","protected":false},"author":3,"featured_media":200105,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[37],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/200103"}],"collection":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=200103"}],"version-history":[{"count":0,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/200103\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/200105"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=200103"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=200103"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=200103"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}