{"id":196801,"date":"2024-05-09T23:05:13","date_gmt":"2024-05-09T15:05:13","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/196801.html"},"modified":"2024-05-09T23:05:18","modified_gmt":"2024-05-09T15:05:18","slug":"k-means%e8%81%9a%e7%b1%bb%e7%ae%97%e6%b3%95%e4%b8%ad%e7%9a%84k%e5%a6%82%e4%bd%95%e7%a1%ae%e5%ae%9a","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/196801.html","title":{"rendered":"K-means\u805a\u7c7b\u7b97\u6cd5\u4e2d\u7684K\u5982\u4f55\u786e\u5b9a"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/24135710\/ca02d3c7-c50e-4a5e-ab29-d008b719e584.webp\" alt=\"K-means\u805a\u7c7b\u7b97\u6cd5\u4e2d\u7684K\u5982\u4f55\u786e\u5b9a\" \/><\/p>\n<p><p>\u5728K-means\u805a\u7c7b\u7b97\u6cd5\u4e2d\uff0c\u786e\u5b9a\u6700\u4f18\u7684K\u503c\u662f\u81f3\u5173\u91cd\u8981\u7684\u3002\u4e00\u822c\u6765\u8bf4\uff0c\u6700\u4f73\u7684K\u503c\u53ef\u4ee5\u901a\u8fc7<strong>\u8098\u90e8\u65b9\u6cd5\uff08Elbow Method\uff09\u3001\u8f6e\u5ed3\u7cfb\u6570\uff08Silhouette Coefficient\uff09\u3001\u95f4\u9694\u7edf\u8ba1\u91cf\uff08Gap Statistic\uff09\u3001\u4ea4\u53c9\u9a8c\u8bc1<\/strong>\u7b49\u65b9\u6cd5\u786e\u5b9a\u3002\u5176\u4e2d\uff0c<strong>\u8098\u90e8\u65b9\u6cd5\u662f\u6700\u5e38\u89c1\u7684\u6280\u672f<\/strong>\uff0c\u901a\u8fc7\u753b\u51fa\u4e0d\u540cK\u503c\u5bf9\u5e94\u7684\u6210\u672c\u51fd\u6570\uff08\u901a\u5e38\u662f\u7fa4\u5185\u5e73\u65b9\u548c\uff09\u7684\u56fe\u8868\uff0c\u627e\u5230\u66f2\u7ebf\u7684\u201c\u8098\u70b9\u201d\uff0c\u5373\u6210\u672c\u51fd\u6570\u5f00\u59cb\u4e0b\u964d\u5e45\u5ea6\u9aa4\u51cf\u7684\u70b9\uff0c\u4f5c\u4e3aK\u7684\u9009\u62e9\u3002<\/p>\n<\/p>\n<p><p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u5bf9\u5982\u4f55\u901a\u8fc7\u5404\u79cd\u4e0d\u540c\u7684\u65b9\u6cd5\u786e\u5b9aK-means\u805a\u7c7b\u7b97\u6cd5\u4e2dK\u503c\u7684\u7b56\u7565\u8fdb\u884c\u8be6\u7ec6\u4ecb\u7ecd\u3002<\/p>\n<\/p>\n<p><h2>\u4e00\u3001\u8098\u90e8\u65b9\u6cd5<\/h2>\n<\/p>\n<p><p><strong>\u8098\u90e8\u65b9\u6cd5<\/strong>\u662f\u4e00\u79cd\u76f4\u89c2\u7684\u65b9\u6cd5\uff0c\u7528\u4e8e\u786e\u5b9a\u6700\u4f73\u7684\u805a\u7c7b\u6570K\u3002\u8be5\u65b9\u6cd5\u6d89\u53ca\u591a\u6b21\u8fd0\u884cK-means\u7b97\u6cd5\uff0c\u6bcf\u6b21\u4f7f\u7528\u4e0d\u540c\u7684K\u503c\uff0c\u5e76\u8ba1\u7b97\u6bcf\u4e2aK\u503c\u7684\u603b\u7fa4\u5185\u5e73\u65b9\u8bef\u5dee(SSE)\u3002SSE\u5b9a\u4e49\u4e3a\u5404\u70b9\u5230\u5176\u76f8\u5e94\u4e2d\u5fc3\u70b9\u7684\u8ddd\u79bb\u7684\u5e73\u65b9\u548c\u3002<\/p>\n<\/p>\n<ul>\n<li>\u9996\u5148\uff0c\u9009\u62e9\u4e00\u7cfb\u5217\u7684K\u503c\u8fdb\u884c\u5c1d\u8bd5\uff0c\u6bd4\u5982\u4ece1\u523010\u3002<\/li>\n<li>\u7136\u540e\uff0c\u5bf9\u4e8e\u6bcf\u4e00\u4e2aK\u503c\uff0c\u6267\u884cK-means\u7b97\u6cd5\u5e76\u8ba1\u7b97SSE\u3002<\/li>\n<li>\u63a5\u7740\uff0c\u5c06K\u503c\u8868\u793a\u5728\u6a2a\u8f74\u4e0a\uff0c\u5c06\u5bf9\u5e94\u7684SSE\u503c\u8868\u793a\u5728\u7eb5\u8f74\u4e0a\uff0c\u753b\u51fa\u6298\u7ebf\u56fe\u3002<\/li>\n<li>\u6700\u540e\uff0c\u89c2\u5bdf\u6298\u7ebf\u56fe\u4e2d\u7684\u62d0\u70b9\uff0c\u4e5f\u5c31\u662f\u201c\u8098\u70b9\u201d\uff0c\u53ef\u4ee5\u8ba4\u4e3a\u5728\u8098\u70b9\u4e4b\u540e\u589e\u52a0\u805a\u7c7b\u6570K\u6240\u5e26\u6765\u7684SSE\u964d\u5e45\u53d8\u5f97\u4e0d\u90a3\u4e48\u660e\u663e\uff0c\u56e0\u6b64\u9009\u62e9\u8be5\u70b9\u4f5c\u4e3aK\u7684\u503c\u3002<\/li>\n<\/ul>\n<p><h2>\u4e8c\u3001\u8f6e\u5ed3\u7cfb\u6570<\/h2>\n<\/p>\n<p><p><strong>\u8f6e\u5ed3\u7cfb\u6570<\/strong>\u8861\u91cf\u7684\u662f\u805a\u7c7b\u7684\u7d27\u5bc6\u7a0b\u5ea6\u548c\u5206\u79bb\u7a0b\u5ea6\u7684\u4e00\u4e2a\u8868\u793a\u3002\u8f6e\u5ed3\u7cfb\u6570\u7684\u503c\u7684\u8303\u56f4\u662f-1\u52301\u3002\u503c\u8d8a\u5927\uff0c\u8868\u793a\u805a\u7c7b\u7ed3\u679c\u8d8a\u597d\u3002<\/p>\n<\/p>\n<ul>\n<li>\u8ba1\u7b97\u8f6e\u5ed3\u7cfb\u6570\u6d89\u53ca\u4e24\u4e2a\u6b65\u9aa4\uff1a\u9996\u5148\u8ba1\u7b97\u6bcf\u4e2a\u70b9\u7684\u8f6e\u5ed3\u7cfb\u6570\uff0c\u7136\u540e\u8ba1\u7b97\u6240\u6709\u70b9\u7684\u8f6e\u5ed3\u7cfb\u6570\u7684\u5e73\u5747\u503c\u3002<\/li>\n<li>\u5bf9\u4e8e\u5355\u4e2a\u6837\u672c\uff0c\u5176\u8f6e\u5ed3\u7cfb\u6570\u662f\u901a\u8fc7\u6bd4\u8f83\u5b83\u4e0e\u672c\u805a\u7c7b\u5185\u7684\u5176\u4ed6\u6837\u672c\u7684\u5e73\u5747\u8ddd\u79bb(a)\u548c\u5b83\u4e0e\u6700\u8fd1\u7684\u5176\u4ed6\u805a\u7c7b\u7684\u6837\u672c\u7684\u5e73\u5747\u8ddd\u79bb(b)\u6765\u8ba1\u7b97\u7684\u3002<\/li>\n<li>\u8f6e\u5ed3\u7cfb\u6570\u7684\u516c\u5f0f\u662f\uff1a(b &#8211; a) \/ max(a, b)\u3002<\/li>\n<li>\u5bf9\u4e8e\u4e0d\u540c\u7684K\u503c\uff0c\u8ba1\u7b97\u6574\u4e2a\u6570\u636e\u96c6\u7684\u5e73\u5747\u8f6e\u5ed3\u7cfb\u6570\uff0c\u5e76\u9009\u62e9\u5e73\u5747\u8f6e\u5ed3\u7cfb\u6570\u6700\u5927\u7684K\u503c\u3002<\/li>\n<\/ul>\n<p><h2>\u4e09\u3001\u95f4\u9694\u7edf\u8ba1\u91cf<\/h2>\n<\/p>\n<p><p><strong>\u95f4\u9694\u7edf\u8ba1\u91cf<\/strong>\u662f\u4e00\u79cd\u8f83\u4e3a\u590d\u6742\u7684\u7edf\u8ba1\u65b9\u6cd5\u7528\u4e8e\u786e\u5b9a\u805a\u7c7b\u6570K\u3002\u8be5\u65b9\u6cd5\u6bd4\u8f83\u4e86\u771f\u5b9e\u6570\u636e\u7684\u7fa4\u5185\u5e73\u65b9\u548c\u4e0e\u5bf9\u5e94\u7684\u53c2\u7167\u6570\u636e\uff08\u968f\u673a\u6570\u636e\uff09\u7684\u7fa4\u5185\u5e73\u65b9\u548c\u3002<\/p>\n<\/p>\n<ul>\n<li>\u5bf9\u4e8e\u6bcf\u4e00\u4e2aK\u503c\uff0c\u9996\u5148\u8fd0\u884cK-means\u7b97\u6cd5\uff0c\u5f97\u5230\u4e00\u4e2a\u7fa4\u5185\u5e73\u65b9\u548c\u3002<\/li>\n<li>\u7136\u540e\uff0c\u751f\u6210\u4e00\u7ec4\u968f\u673a\u6570\u636e\uff0c\u5e76\u7528\u76f8\u540c\u7684K\u503c\u8fd0\u884cK-means\u7b97\u6cd5\u3002<\/li>\n<li>\u6bd4\u8f83\u771f\u5b9e\u6570\u636e\u7684\u7fa4\u5185\u5e73\u65b9\u548c\u548c\u968f\u673a\u6570\u636e\u7684\u7ed3\u679c\uff0c\u5e76\u8ba1\u7b97\u4ed6\u4eec\u4e4b\u95f4\u7684\u5dee\u8ddd\uff08\u79f0\u4e4b\u4e3a\u95f4\u9694\u503c\uff09\u3002<\/li>\n<li>\u5bf9\u4e8e\u591a\u4e2aK\u503c\uff0c\u91cd\u590d\u4ee5\u4e0a\u6b65\u9aa4\uff0c\u5e76\u9009\u62e9\u62e5\u6709\u6700\u5927\u95f4\u9694\u503c\u7684K\u3002<\/li>\n<\/ul>\n<p><h2>\u56db\u3001\u4ea4\u53c9\u9a8c\u8bc1<\/h2>\n<\/p>\n<p><p><strong>\u4ea4\u53c9\u9a8c\u8bc1<\/strong>\u5728\u805a\u7c7b\u4e2d\u6bd4\u8f83\u5c11\u89c1\uff0c\u4f46\u53ef\u4ee5\u7528\u4e00\u79cd\u4fee\u6539\u8fc7\u7684\u5f62\u5f0f\u6765\u9009\u53d6K\u503c\uff0c\u901a\u5e38\u79f0\u4e3a\u9884\u6d4b\u5f3a\u5ea6\u3002<\/p>\n<\/p>\n<ul>\n<li>\u5c06\u6570\u636e\u96c6\u5206\u6210\u4e24\u90e8\u5206\uff0c\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6\u3002<\/li>\n<li>\u4f7f\u7528\u8bad\u7ec3\u96c6\u6765\u8bad\u7ec3\u805a\u7c7b\u6a21\u578b\uff0c\u5e76\u83b7\u5f97K\u4e2a\u805a\u7c7b\u4e2d\u5fc3\u3002<\/li>\n<li>\u7136\u540e\u4f7f\u7528\u8fd9\u4e9b\u805a\u7c7b\u4e2d\u5fc3\u5bf9\u6d4b\u8bd5\u96c6\u8fdb\u884c\u9884\u6d4b\uff0c\u5e76\u8ba1\u7b97\u9884\u6d4b\u7684\u51c6\u786e\u5ea6\u3002<\/li>\n<li>\u5bf9\u4e8e\u4e0d\u540c\u7684K\u503c\uff0c\u91cd\u590d\u4ee5\u4e0a\u6b65\u9aa4\uff0c\u5e76\u9009\u62e9\u9884\u6d4b\u51c6\u786e\u5ea6\u6700\u9ad8\u7684K\u3002<\/li>\n<\/ul>\n<p><h2>\u4e94\u3001\u4e13\u5bb6\u77e5\u8bc6\u4e0e\u5b9e\u9645\u8003\u91cf<\/h2>\n<\/p>\n<p><p>\u9664\u4e86\u4e0a\u8ff0\u91cf\u5316\u7684\u65b9\u6cd5\u5916\uff0c<strong>\u4e13\u5bb6\u77e5\u8bc6<\/strong>\u548c<strong>\u5b9e\u9645\u9700\u6c42<\/strong>\u4e5f\u5728\u9009\u62e9K\u503c\u65f6\u626e\u6f14\u91cd\u8981\u89d2\u8272\u3002<\/p>\n<\/p>\n<ul>\n<li>\u4e86\u89e3\u95ee\u9898\u9886\u57df\u548c\u6570\u636e\u96c6\u7684\u6027\u8d28\u3002\u5982\u679c\u6709\u80cc\u666f\u77e5\u8bc6\u53ef\u4ee5\u6307\u5bfc\u5927\u81f4\u7684\u805a\u7c7b\u6570\u91cf\uff0c\u8fd9\u53ef\u4ee5\u4f5c\u4e3aK\u503c\u9009\u62e9\u7684\u8d77\u70b9\u3002<\/li>\n<li>\u8003\u8651\u5177\u4f53\u7684\u5e94\u7528\u60c5\u666f\u548c\u9700\u6c42\u3002\u805a\u7c7b\u7684\u76ee\u7684\u662f\u4ec0\u4e48\uff1f\u662f\u5426\u9700\u8981\u7ec6\u7c92\u5ea6\u7684\u5b50\u7fa4\u4f53\u5212\u5206\uff1f\u4e1a\u52a1\u9700\u6c42\u6216\u6570\u636e\u89e3\u8bfb\u7684\u4fbf\u5229\u6027\u53ef\u80fd\u4f1a\u5f71\u54cdK\u503c\u7684\u9009\u62e9\u3002<\/li>\n<li>\u4e5f\u53ef\u4ee5\u5c06K-means\u805a\u7c7b\u4f5c\u4e3a\u6570\u636e\u9884\u5904\u7406\u7684\u6b65\u9aa4\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u53ef\u80fd\u9700\u8981\u6839\u636e\u540e\u7eed\u6b65\u9aa4\u6765\u8c03\u6574K\u503c\u3002<\/li>\n<\/ul>\n<p><p>\u786e\u5b9aK-means\u7b97\u6cd5\u4e2d\u7684\u6700\u4f18K\u503c\u662f\u4e00\u9879\u6311\u6218\u6027\u7684\u4efb\u52a1\uff0c\u5b83\u6d89\u53ca\u591a\u79cd\u7b56\u7565\u7684\u7ed3\u5408\u3002\u901a\u8fc7\u591a\u79cd\u65b9\u6cd5\u7684\u6bd4\u8f83\u4e0e\u5bf9\u5b9e\u9645\u95ee\u9898\u7684\u7406\u89e3\uff0c\u6211\u4eec\u53ef\u4ee5\u627e\u5230\u4e00\u4e2a\u6709\u610f\u4e49\u7684K\u6765\u83b7\u5f97\u6700\u4f73\u7684\u805a\u7c7b\u6548\u679c\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p><strong>1. K-means\u805a\u7c7b\u7b97\u6cd5\u4e2d\u7684K\u503c\u5bf9\u7ed3\u679c\u6709\u4f55\u5f71\u54cd\uff1f<\/strong><\/p>\n<p>K-means\u805a\u7c7b\u7b97\u6cd5\u4e2d\u7684K\u503c\u4ee3\u8868\u7740\u8981\u5c06\u6570\u636e\u5206\u6210\u7684\u7c07\u7684\u6570\u76ee\u3002K\u503c\u7684\u9009\u62e9\u5bf9\u805a\u7c7b\u7ed3\u679c\u6709\u7740\u91cd\u8981\u5f71\u54cd\u3002\u82e5\u9009\u53d6\u8f83\u5c0f\u7684K\u503c\uff0c\u4f1a\u5bfc\u81f4\u5c06\u6570\u636e\u5206\u4e3a\u8f83\u5c11\u7684\u7c07\uff0c\u8fd9\u53ef\u80fd\u4f1a\u4f7f\u5f97\u7c07\u5185\u5dee\u5f02\u8f83\u5927\uff0c\u7c07\u95f4\u5dee\u5f02\u8f83\u5c0f\uff0c\u805a\u7c7b\u7ed3\u679c\u53ef\u80fd\u4e0d\u591f\u51c6\u786e\u3002\u82e5\u9009\u53d6\u8f83\u5927\u7684K\u503c\uff0c\u5c06\u6570\u636e\u5206\u4e3a\u8f83\u591a\u7684\u7c07\uff0c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u7c07\u5185\u5dee\u5f02\u8f83\u5c0f\uff0c\u7c07\u95f4\u5dee\u5f02\u8f83\u5927\uff0c\u5bfc\u81f4\u4e0d\u540c\u7684\u7c07\u96be\u4ee5\u533a\u5206\u3002<\/p>\n<p><strong>2. \u5982\u4f55\u9009\u62e9\u5408\u9002\u7684K\u503c\u6765\u8fdb\u884c\u805a\u7c7b\u5206\u6790\uff1f<\/strong><\/p>\n<p>\u9009\u62e9\u5408\u9002\u7684K\u503c\u662f\u4e00\u4e2a\u6311\u6218\uff0c\u4f46\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u65b9\u6cd5\u6765\u5e2e\u52a9\u786e\u5b9a\u6700\u4f73\u7684K\u503c\uff1a<\/p>\n<ul>\n<li>\n<p>\u624b\u8098\u6cd5\uff1a\u901a\u8fc7\u7ed8\u5236K\u503c\u4e0e\u805a\u7c7b\u8bef\u5dee\uff08\u5373\u6837\u672c\u5230\u5176\u6240\u5c5e\u7c07\u4e2d\u5fc3\u7684\u5e73\u5747\u8ddd\u79bb\uff09\u4e4b\u95f4\u7684\u5173\u7cfb\u56fe\uff0c\u89c2\u5bdf\u56fe\u5f62\u4e2d\u7684\u201c\u624b\u8098\u70b9\u201d\uff0c\u5373\u66f2\u7ebf\u5f00\u59cb\u53d8\u7f13\u7684\u5730\u65b9\u3002\u624b\u8098\u70b9\u5bf9\u5e94\u7684K\u503c\u901a\u5e38\u662f\u4e00\u4e2a\u8f83\u597d\u7684\u9009\u62e9\u3002<\/p>\n<\/li>\n<li>\n<p>\u8f6e\u5ed3\u7cfb\u6570\u6cd5\uff1a\u8ba1\u7b97\u6bcf\u4e2a\u6837\u672c\u7684\u8f6e\u5ed3\u7cfb\u6570\uff0c\u5373\u6837\u672c\u4e0e\u540c\u7c07\u6837\u672c\u7684\u5e73\u5747\u8ddd\u79bb\u51cf\u53bb\u6837\u672c\u4e0e\u5176\u4ed6\u7c07\u6837\u672c\u7684\u5e73\u5747\u8ddd\u79bb\u7684\u5dee\u503c\u3002\u9009\u62e9\u4f7f\u5f97\u8f6e\u5ed3\u7cfb\u6570\u6700\u5927\u7684K\u503c\u3002<\/p>\n<\/li>\n<li>\n<p>\u76f4\u89c2\u7ecf\u9a8c\uff1a\u6839\u636e\u5bf9\u6570\u636e\u7684\u5148\u9a8c\u77e5\u8bc6\u548c\u9886\u57df\u7406\u89e3\uff0c\u53ef\u4ee5\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u9009\u62e9\u4e00\u4e2a\u5408\u9002\u7684K\u503c\u3002<\/p>\n<\/li>\n<\/ul>\n<p><strong>3. K-means\u7b97\u6cd5\u4e2dK\u503c\u7684\u9009\u62e9\u6709\u6ca1\u6709\u56fa\u5b9a\u7684\u89c4\u5219\uff1f<\/strong><\/p>\n<p>\u867d\u7136\u6ca1\u6709\u56fa\u5b9a\u7684\u89c4\u5219\uff0c\u4f46\u662f\u53ef\u4ee5\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u548c\u7ecf\u9a8c\u8fdb\u884c\u9009\u62e9\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u9009\u62e9\u5408\u9002\u7684K\u503c\u901a\u5e38\u662f\u4e00\u4e2a\u8fed\u4ee3\u7684\u8fc7\u7a0b\u3002\u53ef\u4ee5\u5148\u9009\u62e9\u4e00\u4e9b\u53ef\u80fd\u7684K\u503c\uff0c\u7136\u540e\u5229\u7528\u8bc4\u4f30\u6307\u6807\u548c\u53ef\u89c6\u5316\u65b9\u6cd5\u6765\u5206\u6790\u7ed3\u679c\uff0c\u6839\u636e\u5206\u6790\u7ed3\u679c\u518d\u8fdb\u884c\u8c03\u6574\u548c\u4f18\u5316\uff0c\u76f4\u5230\u5f97\u5230\u6ee1\u610f\u7684\u805a\u7c7b\u7ed3\u679c\u4e3a\u6b62\u3002\u91cd\u8981\u7684\u662f\u8981\u6839\u636e\u5177\u4f53\u7684\u5e94\u7528\u573a\u666f\u548c\u9700\u6c42\u53bb\u9009\u62e9\u5e76\u8c03\u6574K\u503c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u5728K-means\u805a\u7c7b\u7b97\u6cd5\u4e2d\uff0c\u786e\u5b9a\u6700\u4f18\u7684K\u503c\u662f\u81f3\u5173\u91cd\u8981\u7684\u3002\u4e00\u822c\u6765\u8bf4\uff0c\u6700\u4f73\u7684K\u503c\u53ef\u4ee5\u901a\u8fc7\u8098\u90e8\u65b9\u6cd5\uff08Elbow Me [&hellip;]","protected":false},"author":3,"featured_media":196806,"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\/196801"}],"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=196801"}],"version-history":[{"count":0,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/196801\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/196806"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=196801"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=196801"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=196801"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}