{"id":44952,"date":"2025-01-10T18:00:05","date_gmt":"2025-01-10T10:00:05","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=44952"},"modified":"2025-01-14T11:16:02","modified_gmt":"2025-01-14T03:16:02","slug":"%e9%ab%98%e6%95%88%e7%8e%87%e6%a9%9f%e5%99%a8%e5%ad%b8%e7%bf%92%e6%a8%a1%e5%9e%8b%e7%9a%84%e5%8a%9b%e9%87%8f%ef%bc%9a%e9%a0%90%e6%b8%ac%e5%ad%b8%e7%bf%92%e8%80%85%e8%a1%a8%e7%8f%be","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=44952","title":{"rendered":"\u9ad8\u6548\u7387\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u7684\u529b\u91cf\uff1a\u9810\u6e2c\u5b78\u7fd2\u8005\u8868\u73fe"},"content":{"rendered":"

\u5728\u7576\u4eca\u9019\u500b\u5927\u6578\u64da\u6642\u4ee3\uff0c\u6559\u80b2\u985e\u7684\u7cfb\u7d71\u63d0\u4f9b\u4e86\u975e\u5e38\u5927\u91cf\u7684\u5b78\u751f\u8207\u79d1\u6280\u8a2d\u5099\u7684\u4e92\u52d5\u8cc7\u6599\u3002\u5f9e\u65e9\u671f\u96fb\u8166\u8f14\u52a9\u6559\u5b78 (Computer-assisted Instruction, CAI) \u7684\u6982\u5ff5\u63d0\u51fa\uff0c\u5230\u5f8c\u4f86\u53c8\u63d0\u51fa\u4e86\u66f4\u5177\u6709\u5ba2\u88fd\u5316\u5b78\u7fd2\u6982\u5ff5\u7684\u300c\u667a\u6167\u5bb6\u6559\u7cfb\u7d71 (Intelligent Tutoring System, ITS)\u300d\uff0c\u7528\u4ee5\u4e86\u89e3\u5b78\u7fd2\u8005\u7684\u77e5\u8b58\u6c34\u6e96\u3001\u8ffd\u8e64\u5b78\u7fd2\u8005\u7684\u5b78\u7fd2\u9032\u5ea6\u7b49\u3002\u6578\u64da\u8207\u8cc7\u6599\u7684\u5132\u5b58\u548c\u61c9\u7528\uff0c\u4e5f\u8b93\u6559\u80b2\u79d1\u6280\u7684\u9818\u57df\u6709\u4e86\u66f4\u9032\u4e00\u6b65\u7684\u767c\u5c55\u3002<\/strong><\/span><\/p>\n

\u64b0\u6587\uff5c\u738b\u51a0\u4e91<\/strong><\/p>\n

\"\"
\u4f86\u6e90\uff1aMotionElements<\/figcaption><\/figure>\n

 <\/p>\n

\u667a\u6167\u5bb6\u6559\u7cfb\u7d71\u7684\u9810\u6e2c\u6a21\u578b<\/strong><\/p>\n

\u96a8\u8457\u96fb\u8166\u7b97\u529b\u7684\u589e\u5f37\uff0c\u667a\u6167\u5bb6\u6559\u7cfb\u7d71\u5f97\u4ee5\u6574\u5408\u4e0d\u540c\u7684\u300c\u9818\u57df\u6a21\u578b (domain model)\u300d\uff0c\u63d0\u5347\u4e86\u7cfb\u7d71\u9810\u6e2c\u5b78\u7fd2\u8005\u5b78\u7fd2\u8868\u73fe\u7684\u6b63\u78ba\u6027\u3002\u6240\u8b02\u7684\u300c\u9818\u57df\u6a21\u578b\u300d\uff0c\u6307\u7684\u662f\u5f9e\u5b78\u7fd2\u8005\u7684\u8cc7\u6599\u62bd\u53d6\u300c\u77e5\u8b58\u6210\u5206 (knowledge components, KCs)\u300d\u7684\u6a21\u578b\u3002\u6982\u5ff5\u4e0a\uff0c\u662f\u4e00\u5957\u7528\u4f86\u8a55\u4f30\u5b78\u7fd2\u8005\u7684\u77e5\u8b58\u91cf\u7684\u5de5\u5177\uff0c\u8a8d\u70ba\u82e5\u662f\u638c\u63e1\u4e86\u5b78\u7fd2\u8005\u7684\u77e5\u8b58\u91cf\uff0c\u5c31\u80fd\u5920\u9810\u6e2c\u5b78\u7fd2\u8005\u56de\u7b54\u554f\u984c\u7684\u6b63\u78ba\u7387\u3002<\/p>\n

\u50b3\u7d71\u4e0a\u7528\u4f86\u9810\u6e2c\u5b78\u7fd2\u8868\u73fe\u7684\u6a21\u578b\u6709\u5f88\u591a\u7a2e\uff0c\u8af8\u5982\u8c9d\u5f0f\u77e5\u8b58\u8ffd\u8e64 (Bayesian Knowledge Tracing, BKT)\u3001\u6df1\u5ea6\u77e5\u8b58\u8ffd\u8e64 (Deep Knowledge Tracing) \u7b49\u3002\u800cHakkal\u7b49\u4eba (2024) \u7684\u7814\u7a76\uff0c\u5247\u662f\u70ba\u4e86\u63d0\u5347\u6a21\u578b\u7684\u6548\u7387\uff0c\u4e26\u4e14\u9054\u5230\u7576\u4eca\u6642\u4ee3\u6240\u8b1b\u7a76\u7684\u898f\u6a21\u5316\u7684\u9700\u6c42\uff0c\u4f7f\u7528\u4e86XGBoost (eXtreme Gradient Boosting) \u7684\u6a21\u578b\u4f86\u9032\u884c\u9810\u6e2c\u3002\u6b64\u5916\uff0c\u5728Hakkal\u7b49\u4eba\u7684\u7814\u7a76\u4e2d\uff0c\u4e5f\u5617\u8a66\u5c07XGBoost\u6a21\u578b\u8207\u7f85\u5409\u65af\u56de\u6b78 (Logistic Regreesion) \u7684\u76f8\u95dc\u6a21\u578b\u9032\u884c\u6574\u5408\uff0c\u5617\u8a66\u904e\u53bb\u9084\u672a\u6709\u7814\u7a76\u4f7f\u7528\u7684\u6a21\u578b\u4f86\u9032\u884c\u6e2c\u8a66\u3002<\/p>\n

XGBoost\u5177\u6709\u9ad8\u6548\u3001\u53ef\u898f\u6a21\u5316\u4e14\u9069\u5408\u5206\u6790\u7a00\u758f (sparse) \u6a94\u6848\u8cc7\u6599\u7684\u512a\u9ede\uff0c\u9019\u985e\u578b\u7684\u6a94\u6848\u7684\u8cc7\u6599\u9ede\u6703\u542b\u6709\u5f88\u591a\u96f6\uff0c\u800c\u5927\u91cf\u6536\u96c6\u7684\u5b78\u7fd2\u8cc7\u6599\u4e5f\u5bb9\u6613\u7522\u751f\u9019\u6a23\u7684\u60c5\u5f62\u3002\u6b64\u5916\uff0cHakkal\u7b49\u4eba (2024) \u7684\u7814\u7a76\u4e2d\uff0c\u4e5f\u4f7f\u7528\u4e86\u7f85\u5409\u65af\u56de\u6b78\u76f8\u95dc\u7684\u6a21\u578b\u5305\u542b\u4e86\u53ef\u4ee5\u53cd\u6620\u984c\u76ee\u56f0\u96e3\u5ea6\u8207\u56de\u7b54\u6b63\u78ba\u7387\u7684\u9805\u76ee\u53cd\u6620\u7406\u8ad6\uff08Item Response Theory\uff0c\u4ee5\u4e0b\u7c21\u7a31IRT\uff09\uff0c\u4ee5\u53ca\u8003\u91cf\u4e86\u5b78\u7fd2\u8005\u7684\u6b77\u53f2\u56de\u7b54\u7387\u8cc7\u8a0a\u7684\u6027\u80fd\u56e0\u7d20\u5206\u6790\uff08Performance Factor Analysis\uff0c\u4ee5\u4e0b\u7c21\u7a31PFA\uff09\u6a21\u578b\u3002<\/p>\n

 <\/p>\n

\u7d93\u7531\u5927\u91cf\u8cc7\u6599\u5be6\u9a57\u8b49\u5be6XGBoost<\/strong>\u7684\u5f37\u5927\u9810\u6e2c\u529b<\/strong><\/p>\n

Hakkal\u7b49\u4eba (2024) \u7684\u7814\u7a76\uff0c\u7e3d\u5171\u6e2c\u8a66\u4e868\u500b\u5927\u578b\u7684\u8cc7\u6599\u5eab\u3002\u5176\u4e2d\u56db\u500b\u8cc7\u6599\u5eab\u4f86\u81ea\u65bc\u300cASSISTments Intelligent Tutoring System\u300d\uff0c\u9019\u4e9b\u8cc7\u6599\u5eab\u4f86\u81ea\u65bc\u4e00\u500b\u6578\u5b78\u7684\u7dda\u4e0a\u667a\u6167\u5bb6\u6559\u7cfb\u7d71\uff0c\u4e26\u4e14\u63d0\u4f9b\u4e86\u8cea\u6027\u4ee5\u53ca\u91cf\u6027\u7684\u8a55\u4f30\uff0c\u6709\u5b78\u751f\u7684\u56de\u994b\uff0c\u4e5f\u6709\u6559\u5e2b\u7684\u5b8c\u6574\u5831\u544a\u3002\u5176\u4e2d\u5169\u500b\u8cc7\u6599\u5eab\u5247\u662f\u4f86\u81ea\u65bcKDD\u76c3\u65bc2010\u5e74\u8209\u8fa6\u7684\u77e5\u8b58\u63a2\u7d22\u8207\u8cc7\u6599\u63a2\u52d8\u7684\u6bd4\u8cfd\u7528\u8cc7\u6599\u5eab\uff0c\u4e5f\u662f\u4f7f\u7528\u4e86\u771f\u5be6\u4e16\u754c\u7576\u4e2d\u7684\u8cc7\u6599\u3002\u53e6\u5916\uff0c\u9084\u6709\u4e00\u500b\u8cc7\u6599\u5eab\u662f\u5927\u5b78\u968e\u6bb5\u63d0\u4f9b\u7d66\u5de5\u7a0b\u985e\u79d1\u5b78\u751f\u7684\u554f\u984c\u89e3\u6c7a\u5c0e\u5411\u7684\u6578\u5b78\u8ab2\u7a0b\u6240\u6536\u96c6\u5230\u7684\u8cc7\u6599\u3002\u4ee5\u53ca\u4e00\u500b\u4f86\u81ea\u65bcMoodle\u4e0a\u6559\u6388Python\u7a0b\u5f0f\u8a9e\u8a00\u8ab2\u7a0b\u7684\u5b78\u751f\u8cc7\u6599\u3002\u9019\u4e9b\u8cc7\u6599\u5eab\u6700\u5c11\u90fd\u6709\u8d85\u904e200\u4f4d\u5b78\u7fd2\u8005\u7684\u8cc7\u6599\uff0c\u6700\u5927\u7684\u8cc7\u6599\u5eab\u751a\u81f3\u6709\u5c07\u8fd13\u842c\u540d\u5b78\u7fd2\u8005\u7684\u8cc7\u6599\u3002<\/p>\n

Hakkal\u7b49\u4eba (2024) \u4f7f\u7528XGBoost\u6a21\u578b\u4ee5\u53ca\u5176\u4ed6\u7f85\u5409\u65af\u56de\u6b78\u76f8\u95dc\u6a21\u578b\uff0c\u900f\u904e\u5b78\u7fd2\u8005\u8cc7\u8a0a\u4ee5\u53ca\u6b77\u53f2\u5b78\u7fd2\u8cc7\u6599\uff0c\u4f86\u9810\u6e2c\u672a\u4f86\u7684\u5b78\u7fd2\u4e0a\uff0c\u7b54\u5c0d\u554f\u984c\u7684\u6b63\u78ba\u7387\u3002\u5728\u6a5f\u5668\u5b78\u7fd2\u7684\u6a21\u578b\u8a13\u7df4\u65b9\u9762\uff0c\u4f7f\u7528\u4e86\u4e94\u6298\u4ea4\u53c9\u9a57\u8b49 (5-fold cross-validation) \u5206\u5272\u8a13\u7df4\u96c6\u8207\u6e2c\u8a66\u96c6\uff0c\u9019\u500b\u8a13\u7df4\u65b9\u6cd5\u662f\u5c07\u6240\u6709\u7684\u8cc7\u6599\u5206\u6210\u4e94\u7b49\u5206\uff0c\u5176\u4e2d\u56db\u7b49\u5206\u70ba\u8a13\u7df4\u96c6\uff0c\u53e6\u4e00\u7b49\u5206\u70ba\u6e2c\u8a66\u96c6\uff0c\u4e14\u6bcf\u4e00\u7b49\u5206\u6703\u8f2a\u6d41\u9032\u884c\u8a13\u7df4\u53ca\u6e2c\u8a66\uff0c\u6240\u4ee5\u7e3d\u5171\u6703\u9032\u884c5\u6b21\uff0c\u5229\u7528\u9019\u500b\u65b9\u6cd5\u4f86\u9a57\u8b49\u8a13\u7df4\u53ca\u6e2c\u8a66\u96c6\u7684\u7a69\u5b9a\u5ea6\uff0c\u4e26\u4e14\u900f\u904e\u9019\u500b\u65b9\u5f0f\u4f86\u53d6\u5f97\u6700\u4f73\u5316\u7684\u6a21\u578b\u8d85\u53c3\u6578 (hyperparameters)\u3002\u9019\u662f\u76ee\u524d\u5728\u6a5f\u5668\u5b78\u7fd2\u7684\u7814\u7a76\u4ee5\u53ca\u904b\u7b97\u4e2d\uff0c\u5e38\u7528\u7684\u624b\u6cd5\u4e4b\u4e00\u3002<\/p>\n

\u5728\u6a21\u578b\u7684\u8868\u73fe\u65b9\u9762\uff0cHakkal\u7b49\u4eba (2024) \u6e2c\u8a66\u4e86\u4e0d\u540c\u7684\u6574\u5408\u6a21\u578b\u7684\u7d44\u5408\uff08\u4f7f\u7528XGBoost\u642d\u914dPFA\u6216IRT\u6a21\u578b\uff09\uff0c\u4e26\u4e14\u4e00\u4e00\u6e2c\u8a66\u5728\u516b\u500b\u4e0d\u540c\u7684\u8cc7\u6599\u96c6\u4e0a\u3002\u6700\u5f8c\u7684\u7d50\u679c\u986f\u793a\uff0c\u4f7f\u7528PFA\u642d\u914dXGBoost\u7684\u6574\u5408\u6a21\u578b\u5177\u6709\u8f03\u4f73\u7684\u6a21\u578b\u8868\u73fe\uff0c\u516b\u500b\u8cc7\u6599\u96c6\u4e4b\u4e2d\uff0c\u5728\u6b63\u78ba\u7387\u65b9\u9762\u7684\u6700\u4f73\u8868\u73fe\u9054\u5230\u4e8684.3%\u3002<\/p>\n

Hakkal\u7b49\u4eba (2024) \u6307\u51fa\uff0c\u7d93\u7531\u516b\u500b\u8cc7\u6599\u96c6\u7684\u6bd4\u8f03\uff0c\u8b49\u5be6\u4e86PFA\u6a21\u578b\u6bd4\u8d77IRT\u6a21\u578b\u66f4\u5177\u6709\u5be6\u7528\u6027\u3002\u6bd4\u8f03\u9019\u5169\u500b\u6a21\u578b\u7684\u5dee\u7570\uff0c\u5728\u65bcPFA\u6709\u8003\u91cf\u7684\u5b78\u7fd2\u8005\u672c\u8eab\u7684\u77e5\u8b58\u91cf\u72c0\u614b\u4ee5\u53ca\u904e\u5f80\u7684\u5b78\u7fd2\u72c0\u6cc1\uff0c\u900f\u904e\u9019\u4e9b\u8cc7\u6599\u4f86\u9810\u6e2c\uff0c\u6703\u66f4\u52a0\u7684\u6709\u6548\u679c\uff0c\u800c\u82e5\u662f\u6df1\u7a76\u5176\u6578\u5b78\u5f0f\uff0c\u4e5f\u6703\u767c\u73fe\u5230\u9019\u500b\u6a21\u578b\u5728\u6578\u7406\u4e0a\u66f4\u76f4\u89c0\u3002<\/p>\n

\u800c\u5728\u7814\u7a76\u4e2d\u900f\u904e\u6574\u5408\u578bXGBoost\u6a21\u578b\u548c\u50b3\u7d71\u7684\u56de\u6b78\u6a21\u578b\u7684\u6bd4\u8f03\uff0cHakkal\u7b49\u4eba (2024) \u6307\u51fa\uff0cXGBoost\u7684\u6a21\u578b\u5c0d\u65bc\u8655\u7406\u8907\u96dc\u7684\u8cc7\u6599\u5eab\u4ee5\u53ca\u63d0\u5347\u9810\u6e2c\u7684\u6b63\u78ba\u7387\u65b9\u9762\uff0c\u90fd\u66f4\u52dd\u65bc\u50b3\u7d71\u7684\u7f85\u5409\u65af\u56de\u6b78\u6a21\u578b\u3002\u5c24\u5176XGBoost\u53ef\u4e0d\u53ea\u662f\u7528\u65bc\u55ae\u4e00\u8cc7\u6599\u5eab\uff0c\u4f7f\u7528\u540c\u6a23\u7684\u6a21\u578b\u8d85\u53c3\u6578\uff0c\u4e5f\u80fd\u6709\u6548\u7684\u8de8\u8d8a\u4e0d\u540c\u7684\u8cc7\u6599\u5eab\u9032\u884c\u9810\u6e2c\uff0c\u66f4\u5177\u6709\u5c0e\u5165\u7cfb\u7d71\u4e2d\u7684\u6cdb\u7528\u6027\u3002<\/p>\n

 <\/p>\n

\u672a\u4f86\u7814\u7a76\u8207\u6559\u80b2\u79d1\u6280\u7684\u4e0b\u4e00\u6b65<\/strong><\/p>\n

\u5728\u6559\u80b2\u79d1\u6280\u7684\u767c\u5c55\u8207\u6539\u5584\u65b9\u9762\uff0c\u96a8\u8457\u96fb\u8166\u7b97\u529b\u7684\u589e\u52a0\u4ee5\u53ca\u6a21\u578b\u7d50\u69cb\u7684\u6539\u826f\uff0c\u8b93\u6a21\u578b\u8d8a\u4f86\u8d8a\u5177\u9ad8\u6548\u7387\uff0c\u9664\u4e86\u8655\u7406\u901f\u5ea6\u5feb\u4e4b\u5916\uff0c\u9084\u80fd\u8655\u7406\u5927\u91cf\u4e14\u8907\u96dc\u7684\u8cc7\u6599\u3002Hakkal\u7b49\u4eba (2024) \u8a8d\u70ba\uff0c\u82e5\u5c0e\u5165\u9ad8\u6548\u7387\u7684\u6a21\u578b\u9032\u5165\u7cfb\u7d71\u4e4b\u4e2d\uff0c\u5f88\u9069\u5408\u63d0\u4f9b\u5177\u6709\u5373\u6642\u540c\u6b65\u6027\u7684\u6559\u5b78\u4ecb\u5165\uff0c\u4e26\u4e14\u8f49\u5411\u66f4\u5177\u6709\u500b\u4eba\u5316\u8a2d\u8a08\u7684\u5b78\u7fd2\u7cfb\u7d71\uff0c\u8b93\u5b78\u751f\u66f4\u80fd\u9069\u6027\u5b78\u7fd2\u3002<\/p>\n

\u4e0d\u904e\uff0cHakkal\u7b49\u4eba (2024) \u6307\u51fa\uff0c\u76ee\u524d\u82e5\u662f\u8cc7\u6599\u91cf\u592a\u904e\u65bc\u9f90\u5927\u6642\uff0cXGBoost\u7684\u8655\u7406\u901f\u5ea6\u9084\u662f\u7a0d\u5fae\u7de9\u6162\uff0c\u5982\u679c\u80fd\u6709\u66f4\u597d\u7684\u6a21\u578b\u67b6\u69cb\uff0c\u4e5f\u8a31\u80fd\u5e6b\u52a9\u89e3\u6c7a\u9019\u500b\u554f\u984c\u3002\u6b64\u5916\uff0c\u672a\u4f86\u7814\u7a76\u4e5f\u53ef\u4ee5\u518d\u628aXGBoost\u6a21\u578b\u61c9\u7528\u5728\u4e0d\u540c\u7684\u8cc7\u6599\u5eab\u4e0a\uff0c\u6216\u8005\uff0c\u91dd\u5c0d\u9935\u5165\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u6240\u4f7f\u7528\u7684\u7279\u5fb5\u91cf\uff0c\u4e5f\u53ef\u4ee5\u518d\u9032\u884c\u4e0d\u540c\u7684\u8a2d\u8a08\uff0c\u8b93\u6a21\u578b\u80fd\u6709\u66f4\u9069\u5408\u7684\u5b78\u7fd2\u8cc7\u6599\u3002\u5982\u6b64\u4e00\u4f86\uff0c\u5c0d\u65bc\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u6216\u662fXGBoost\u7684\u767c\u5c55\u6f5b\u529b\uff0c\u5c07\u80fd\u767c\u63ee\u5f97\u66f4\u5927\u3002<\/p>\n

 <\/p>\n

\n

\u53c3\u8003\u6587\u737b<\/strong><\/p>\n

    \n
  1. Hakkal, S., & Lahcen, A. A.(2024). XGBoost to enhance learner performance prediction. Computers and Education: Artificial Intelligence<\/em>, 7, 100254.<\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"

    \u5728\u7576\u4eca\u9019\u500b\u5927\u6578\u64da\u6642\u4ee3\uff0c\u6559\u80b2\u985e\u7684\u7cfb\u7d71\u63d0\u4f9b\u4e86\u975e\u5e38\u5927\u91cf\u7684\u5b78\u751f\u8207\u79d1\u6280\u8a2d\u5099\u7684\u4e92\u52d5\u8cc7\u6599\u3002\u5f9e\u65e9\u671f\u96fb\u8166\u8f14\u52a9\u6559\u5b78 (Computer-assisted Instruction, CAI) \u7684\u6982\u5ff5\u63d0\u51fa\uff0c\u5230\u5f8c\u4f86\u53c8\u63d0\u51fa\u4e86\u66f4\u5177\u6709\u5ba2\u88fd\u5316\u5b78\u7fd2\u6982\u5ff5\u7684\u300c\u667a\u6167\u5bb6\u6559\u7cfb\u7d71 (Intelligent Tutoring System, ITS)\u300d\uff0c\u7528\u4ee5\u4e86\u89e3\u5b78\u7fd2\u8005\u7684\u77e5\u8b58\u6c34\u6e96\u3001\u8ffd\u8e64\u5b78\u7fd2\u8005\u7684\u5b78\u7fd2\u9032\u5ea6\u7b49\u3002\u6578\u64da\u8207\u8cc7\u6599\u7684\u5132\u5b58\u548c\u61c9\u7528\uff0c\u4e5f\u8b93\u6559\u80b2\u79d1\u6280\u7684\u9818\u57df\u6709\u4e86\u66f4\u9032\u4e00\u6b65\u7684\u767c\u5c55\u3002<\/p>\n","protected":false},"author":20,"featured_media":44953,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,5122,3293,5032],"tags":[7295,7294,7296,7297],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/01\/\u9ad8\u6548\u7387\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u7684\u529b\u91cf-scaled.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/44952"}],"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\/20"}],"replies":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=44952"}],"version-history":[{"count":2,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/44952\/revisions"}],"predecessor-version":[{"id":44971,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/44952\/revisions\/44971"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/44953"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=44952"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=44952"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=44952"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}