

{"id":44462,"date":"2024-08-09T18:00:26","date_gmt":"2024-08-09T10:00:26","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=44462"},"modified":"2024-08-05T15:52:18","modified_gmt":"2024-08-05T07:52:18","slug":"%e6%87%89%e7%94%a8%e5%9c%a8%e6%95%99%e8%82%b2%e7%a7%91%e6%8a%80%e4%b8%8a%e7%9a%84%e3%80%8c%e7%a8%8b%e5%ba%8f%e6%8e%a2%e5%8b%98%e3%80%8d%e6%8a%80%e8%a1%93","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=44462","title":{"rendered":"\u61c9\u7528\u5728\u6559\u80b2\u79d1\u6280\u4e0a\u7684\u300c\u7a0b\u5e8f\u63a2\u52d8\u300d\u6280\u8853"},"content":{"rendered":"<p><span style=\"color: #000080;\"><strong>\u76ee\u524d\u7dda\u4e0a\u5b78\u7fd2\u56e0\u70baCOVID-19\u75ab\u60c5\u7684\u95dc\u4fc2\u800c\u52a0\u901f\u767c\u5c55\uff0c\u73fe\u4eca\u7684\u5b78\u751f\u5011\u4e5f\u5e7e\u4e4e\u90fd\u6709\u7dda\u4e0a\u5b78\u7fd2\u7684\u7d93\u9a57\u3002\u800c\u5be6\u9ad4\u8207\u7dda\u4e0a\u4f75\u7528\u7684\u5b78\u7fd2\u7b56\u7565\uff0c\u53c8\u7a31\u70ba\u300c\u6df7\u6210\u5f0f\u5b78\u7fd2 (Hybrid learning)\u300d\u7b56\u7565\uff0c\u7d50\u5408\u4e86\u9762\u5c0d\u9762\u7684\u6559\u5b78\uff0c\u4e26\u4e14\u4f7f\u7528\u4e86\u7dda\u4e0a\u6559\u5b78\u5de5\u5177\u4f5c\u70ba\u8f14\u52a9\u3002\u800c\u5b78\u751f\u5011\u5728\u7db2\u8def\u4e0a\u5c0d\u65bc\u8ab2\u5802\u7684\u53c3\u8207\u5ea6\u3001\u5c08\u6ce8\u5ea6\u3001\u7a4d\u6975\u5ea6\uff0c\u7a76\u7adf\u8a72\u600e\u9ebc\u8ffd\u8e64\u5462\uff1f<\/strong><\/span><\/p>\n<p><strong>\u64b0\u6587\uff5c\u738b\u51a0\u4e91<\/strong><\/p>\n<figure id=\"attachment_44464\" aria-describedby=\"caption-attachment-44464\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img fetchpriority=\"high\" decoding=\"async\" class=\"size-large wp-image-44464\" src=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2024\/08\/\u61c9\u7528\u5728\u6559\u80b2\u79d1\u6280\u4e0a\u7684\u6280\u8853-1024x649.jpg\" alt=\"\" width=\"800\" height=\"507\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2024\/08\/\u61c9\u7528\u5728\u6559\u80b2\u79d1\u6280\u4e0a\u7684\u6280\u8853-1024x649.jpg 1024w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2024\/08\/\u61c9\u7528\u5728\u6559\u80b2\u79d1\u6280\u4e0a\u7684\u6280\u8853-300x190.jpg 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2024\/08\/\u61c9\u7528\u5728\u6559\u80b2\u79d1\u6280\u4e0a\u7684\u6280\u8853-768x486.jpg 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2024\/08\/\u61c9\u7528\u5728\u6559\u80b2\u79d1\u6280\u4e0a\u7684\u6280\u8853-1536x973.jpg 1536w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-44464\" class=\"wp-caption-text\">\u4f86\u6e90\uff1aMotionElements<\/figcaption><\/figure>\n<h6><\/h6>\n<h6><span style=\"color: #008000;\"><strong>\u5f9e\u5b78\u7fd2\u5206\u6790\u5230\u300c\u7a0b\u5e8f\u63a2\u52d8\u300d<\/strong><\/span><\/h6>\n<p>\u5728\u773e\u591a\u7dda\u4e0a\u6559\u80b2\u5b78\u7fd2\u5e73\u81fa\u5982\u96e8\u5f8c\u6625\u7b4d\u822c\u8a95\u751f\u7684\u6642\u4ee3\uff0c\u4e0d\u5c11\u7814\u7a76\u8005\u5011\u4e5f\u5c07\u7126\u9ede\u653e\u5728\u5206\u6790\u9019\u4e9b\u6559\u80b2\u5e73\u81fa\u4e0a\u6240\u6536\u96c6\u5230\u7684\u4f7f\u7528\u8005\u8cc7\u6599\u3002\u5b78\u7fd2\u5206\u6790 (Learning Analytics, LA) \u6307\u7684\u662f\u6536\u96c6\u3001\u5206\u6790\u3001\u89e3\u91cb\u5b78\u751f\u5728\u4ed6\u5011\u7684\u5b78\u7fd2\u74b0\u5883\u7684\u8cc7\u6599\u3002\u800c\u5b78\u7fd2\u5206\u6790\u7684\u4e3b\u8981\u76ee\u7684\u662f\u70ba\u4e86\u652f\u6301\u6559\u5e2b\u7684\u6559\u5b78\u7b56\u7565\uff0c\u63d0\u524d\u627e\u51fa\u6709\u98a8\u96aa\u7684\u5b78\u751f\uff0c\u6216\u8005\u85c9\u4ee5\u63d0\u4f9b\u4e00\u4e9b\u6709\u6548\u7684\u4ecb\u5165\u3002\u800c\u5b78\u7fd2\u5206\u6790\u5c0d\u65bc\u63d0\u4f9b\u9069\u7576\u7684\u95b1\u8b80\u6750\u6599\u6216\u662f\u5b78\u7fd2\u6d3b\u52d5\u7d66\u5b78\u751f\uff0c\u4e5f\u626e\u6f14\u4e86\u5f88\u91cd\u8981\u7684\u89d2\u8272\uff0c\u751a\u81f3\u4e5f\u80fd\u7528\u4f86\u8a55\u4f30\u5b78\u751f\u5011\u7684\u5b78\u7fd2\u6210\u5c31\u3002\u5b78\u7fd2\u5206\u6790\u7684\u7814\u7a76\u65b9\u6cd5\u5305\u542b\u4f7f\u7528\u6a5f\u5668\u5b78\u7fd2\u3001\u793e\u7fa4\u7db2\u8def\u5206\u6790\u7b49\u3002<\/p>\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u6559\u80b2\u7a0b\u5e8f\u63a2\u52d8 (Educational Process Mining, EPM) \u5247\u662f\u5617\u8a66\u5f9e\u6559\u80b2\u74b0\u5883\u4e2d\u7684\u8cc7\u6599\u7d00\u9304\u4e2d\uff0c\u62bd\u53d6\u51fa\u5c0d\u65bc\u6559\u80b2\u63aa\u65bd\u7684\u89c0\u9ede\u548c\u77e5\u8b58\u3002\u5177\u9ad4\u4f86\u8aaa\uff0c\u5b83\u662f\u85c9\u7531\u5728\u5b78\u7fd2\u7ba1\u7406\u7cfb\u7d71 (Learning Management System, LMS) \u4e2d\uff0c\u5206\u6790\u4e8b\u4ef6\u7684\u65e5\u8a8c\u8cc7\u6599\uff08log\u8cc7\u6599\uff09\u4f86\u767c\u73fe\u3001\u76e3\u63a7\u3001\u6216\u662f\u6539\u5584\u6d41\u7a0b\u3002\u800c\u901a\u5e38\u5c0d\u65bcLog\u8cc7\u6599\u7684\u5206\u6790\uff0c\u53ef\u4ee5\u85c9\u6b64\u5206\u6790\u5b78\u751f\u5011\u7684\u5b78\u7fd2\u7b56\u7565\uff0c\u89c0\u5bdf\u51fa\u662f\u5426\u5177\u6709\u300c\u81ea\u6211\u8abf\u7bc0\u5b78\u7fd2 (self-regulated learning)\u300d\u7684\u884c\u70ba\u8868\u73fe\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #008000;\"><strong>\u5728\u5b78\u7fd2\u7ba1\u7406\u7cfb\u7d71\u4e2d\u7684\u7a0b\u5e8f\u63a2\u52d8\u5982\u4f55\u5be6\u884c<\/strong><\/span><\/h6>\n<p>\u5728Armas-Cervantes (2024) \u7b49\u4eba\u7684\u7814\u7a76\u4e2d\uff0c\u4f7f\u7528\u4e86\u5f9e\u5b78\u7fd2\u7ba1\u7406\u7cfb\u7d71 (LMS) \u4e2d\u6536\u96c6\u5230\u7684\u8cc7\u6599\uff0c\u9032\u884c\u7a0b\u5e8f\u63a2\u52d8\u4e4b\u5f8c\uff0c\u5075\u6e2c\u5b78\u751f\u5011\u6df7\u6210\u5b78\u7fd2\u74b0\u5883\u4e2d\u7684\u53c3\u8207\u7a0b\u5ea6\u7684\u8b8a\u5316\u3002\u5728\u4ed6\u5011\u7684\u7814\u7a76\u4e2d\uff0c\u7e3d\u5171\u6536\u96c6\u4e86194\u4f4d\u5b78\u751f\u4e00\u6574\u500b\u5b78\u671f\u7684\u8cc7\u6599\uff0c\u800c\u4e14\u64c1\u6709\u5728\u7cfb\u7d71\u4e2d\u8d85\u904e26000\u7b46\u7684\u4e92\u52d5\u8cc7\u6599log\u6a94\u3002<\/p>\n<p>\u5728\u9032\u884c\u7a0b\u5e8f\u63a2\u52d8\u6642\uff0c\u4e3b\u8981\u6709\u56db\u500b\u4e3b\u8981\u7684\u64cd\u4f5c\u6b65\u9a5f\u8981\u9032\u884c\u3002<\/p>\n<ol>\n<li>\u6a21\u578b\u767c\u73fe\uff1a\u4f7f\u7528\u88ab\u8a18\u9304\u7684log\u6a94\u751f\u6210\u53ef\u8996\u7684\u5716\u5f62\u5316\u6a21\u578b\uff0c\u6d41\u7a0b\u5716\u5728\u7a0b\u5e8f\u63a2\u52d8\u7684\u8853\u8a9e\u4e2d\u88ab\u7a31\u70ba\u300cDirectly Follows Graph\u300d\uff0c\u7c21\u7a31DFG\u3002<\/li>\n<li>\u4e00\u81f4\u6027\u78ba\u8a8d\uff1a\u6bd4\u8f03\u9810\u671f\u7684\u884c\u70ba\u548c\u900f\u904eLog\u6a94\u6240\u63cf\u8ff0\u51fa\u4f86\u7684\u884c\u70ba\u4e4b\u9593\u7684\u5dee\u7570\u6027\uff0c\u4e26\u4e14\u627e\u51fa\u4e0d\u5e0c\u671b\u51fa\u73fe\u7684\u5dee\u7570\u3002<\/li>\n<li>\u8b8a\u7570\u5206\u6790\uff1a\u6bd4\u8f03\u6d41\u7a0b\u4e4b\u9593\u7684\u4e0d\u540c\u5dee\u7570\uff0c\u4e26\u4e14\u627e\u51fa\u9020\u6210\u9019\u4e9b\u5dee\u7570\u7684\u6839\u672c\u539f\u56e0\u3002<\/li>\n<li>\u7a0b\u5e8f\u589e\u5f37\uff1a\u900f\u904e\u5f9elog\u6a94\u4e2d\u63d0\u53d6\u51fa\u4f86\u7684\u5167\u5bb9\uff0c\u9032\u884c\u7a0b\u5e8f\u7684\u6539\u5584\u3002<\/li>\n<\/ol>\n<p>\u5728\u7814\u7a76\u4e2d\uff0c\u7a0b\u5e8f\u5716\u4e3b\u8981\u88ab\u5207\u683c\u6210\u5e7e\u500b\u7bc0\u9ede (node)\uff1a\u89c0\u770b\u8ab2\u7a0b\u5f71\u7247\u3001\u5b8c\u6210\u95b1\u8b80\u3001\u53c3\u52a0Zoom\u8ab2\u7a0b\u3001\u5b8c\u6210\u7df4\u7fd2\u3001\u56de\u7b54\u6bcf\u9031\u6e2c\u9a57\u3002\u6bcf\u4e00\u9031\u7684\u8ab2\u7a0b\u5167\u5bb9\uff0c\u6703\u7522\u751f\u4e0d\u540c\u7684\u7bc0\u9ede\uff0c\u800c\u7bc0\u9ede\u548c\u7bc0\u9ede\u4e4b\u9593\u7684\u9023\u7d50\uff0c\u5247\u662f\u900f\u904e\u5be6\u969b\u5b78\u751f\u7684Log\u8cc7\u6599\u4f86\u7e6a\u88fd\u3002\u800c\u6574\u5b78\u671f\u7684\u8ab2\u7a0b\u7e3d\u5171\u9032\u884c\u4e8612\u9031\uff0c\u7531\u65bc\u8981\u8a08\u7b97\u6bcf\u9031\u6240\u7522\u751f\u7684\u6539\u8b8a\uff0c\u6240\u4ee5\u6bcf\u5169\u9031\u70ba\u4e00\u7d44\u4f86\u9032\u884c\u6bd4\u8f03\uff0c\u4f8b\u5982\u300c\u7b2c1\u9031vs.\u7b2c2\u9031\u300d\u3001\u300c\u7b2c3\u9031vs.\u7b2c4\u9031\u300d\uff0c\u4ee5\u6b64\u985e\u63a8\u3002<\/p>\n<p>\u800c\u6d41\u7a0b\u7684\u4e00\u81f4\u6027\u548c\u8b8a\u7570\u5206\u6790\u7684\u90e8\u5206\uff0c\u5728\u65b9\u6cd5\u4e0a\u7814\u7a76\u8005\u8a66\u5716\u5efa\u7acb\u4e86\u300c\u76f8\u4e92\u8db3\u8de1 (mutual fingerprints)\u300d\uff0c\u5728\u6a5f\u5668\u5b78\u7fd2\u7684\u5206\u985e\u6f14\u7b97\u6cd5\u7684\u5e6b\u52a9\u4e0b\uff0c\u8a66\u5716\u627e\u51fa\u53ef\u4ee5\u5340\u5206\u6d41\u7a0b\u8b8a\u7570\u7684\u5143\u7d20\u3002\u4e3b\u8981\u6709\u4e09\u500b\u6b65\u9a5f\uff1a<\/p>\n<p>\u7b2c\u4e00\uff1a\u7522\u751f\u7279\u5fb5\u91cf\uff1a\u6bcf\u4e00\u500b\u6d41\u7a0b\u4e2d\u7684\u6d3b\u52d5\u90fd\u88ab\u8f49\u63db\u6210\u4e00\u500b\u4ee3\u8868\u6578\u5b57\uff0c\u4f7f\u5f97\u6bcf\u4e00\u500b\u6b65\u9a5f\u4e5f\u90fd\u53ef\u4ee5\u8f49\u63db\u6210\u4e00\u500b\u5411\u91cf\u3002<\/p>\n<p>\u7b2c\u4e8c\uff1a\u9078\u64c7\u7279\u5fb5\u91cf\uff1a\u524d\u8ff0\u7684\u5411\u91cf\u900f\u904e\u6a5f\u5668\u5b78\u7fd2\u4f86\u9032\u884c\u4e8c\u5143\u5206\u985e\uff0c\u85c9\u4ee5\u5340\u5206\u5169\u7a2e\u6d41\u7a0b\u662f\u4e0d\u662f\u4e92\u76f8\u6709\u5dee\u7570\u3002<\/p>\n<p>\u7b2c\u4e09\uff1a\u904e\u6ffe\uff1a\u50c5\u4fdd\u7559\u88ab\u8a8d\u70ba\u662f\u4e0d\u540c\u8b8a\u7570\u7684\u6d41\u7a0b\uff0c\u4ee5\u6b64\u627e\u51fa\u5177\u6709\u5340\u5225\u6027\u7684\u6d41\u7a0b\uff0c\u7e6a\u88fd\u51fa\u5169\u7a2e\u4e0d\u540c\u7684DFG\uff0c\u4e14\u5169\u8005\u4e92\u70ba\u300c\u76f8\u4e92\u8db3\u8de1\u300d\u3002<\/p>\n<p>\u9032\u884c\u76f8\u4e92\u8db3\u8de1\u7684\u5206\u6790\uff0c\u80fd\u5920\u5169\u5169\u76f8\u6bd4\u4f86\u6aa2\u8996\u4e0d\u540c\u7684\u6d41\u7a0b\u4e4b\u9593\u7684\u8b8a\u5316\uff0c\u5c0d\u65bc\u6aa2\u8996\u5b78\u751f\u5011\u7684\u5b78\u7fd2\u72c0\u6cc1\u800c\u8a00\uff0c\u4e5f\u80fd\u56e0\u6b64\u770b\u51fa\u5b78\u751f\u5011\u5728\u4e0d\u540c\u9031\u4e4b\u9593\u5b78\u7fd2\u6d3b\u52d5\u7684\u4e0d\u540c\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u767c\u73fe\u5b78\u751f\u89c0\u770b\u8ab2\u7a0b\u5f71\u7247\u7684\u6642\u9593\u8b8a\u5f97\u66f4\u9577\u6216\u66f4\u77ed\u3002\u5c24\u5176\u662f\u5728\u8003\u8a66\u9031\u524d\u5f8c\uff0c\u767c\u5e03\u4f5c\u696d\u524d\u5f8c\uff0c\u6700\u80fd\u770b\u51fa\u5b78\u751f\u5011\u6709\u4e0d\u540c\u7684\u884c\u70ba\u6539\u8b8a\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #008000;\"><strong>\u5373\u4f7f\u6c92\u6709\u770b\u5230\u5b78\u751f\u7684\u81c9\u4e5f\u80fd\u89c0\u5bdf\u5b78\u751f<\/strong><\/span><\/h6>\n<p>\u7a0b\u5e8f\u63a2\u52d8\u7684\u597d\u8655\u5728\u65bc\u900f\u904e\u5b78\u751f\u5011\u5728LMS\u4e0a\u9762\u7684\u700f\u89bd\u884c\u70ba\uff0c\u4f86\u6aa2\u8996\u5b78\u751f\u5011\u7684\u5b78\u7fd2\u72c0\u6cc1\uff0c\u900f\u904e\u5206\u6790\u8207\u6bd4\u8f03\uff0c\u4e5f\u80fd\u89c0\u5bdf\u5b78\u751f\u5011\u5c0d\u65bc\u8003\u8a66\u548c\u4f5c\u696d\u7684\u53cd\u61c9\u5982\u4f55\u3002Armas-Cervantes (2024) \u7b49\u4eba\u6307\u51fa\uff0c\u5728LMS\u4e0a\u9762\u6703\u7522\u751f\u5927\u91cf\u7684\u8cc7\u6599\u548c\u4e8b\u4ef6\u7d00\u9304\uff0c\u4f46\u5982\u4f55\u9032\u884c\u5206\u6790\u5c0d\u65bc\u6559\u5e2b\u4f86\u8aaa\u662f\u4e00\u5927\u8003\u9a57\u3002\u56e0\u6b64\uff0c\u5982\u679c\u6709\u66f4\u6613\u61c2\u6613\u8b80\u7684\u5de5\u5177\uff0c\u80fd\u5e6b\u52a9\u6559\u5e2b\u5206\u6790\u5728LMS\u4e0a\u9762\u7684\u9f90\u5927\u8cc7\u6599\uff0c\u6578\u767e\u540d\u5b78\u751f\u6240\u7522\u51fa\u7684\u6578\u5343\u751a\u81f3\u6578\u842c\u7684\u4e92\u52d5\u7d00\u9304\uff0c\u80fd\u900f\u904e\u8996\u89ba\u5316\u7684\u65b9\u5f0f\u7d71\u6574\u51fa\u4f86\u5f8c\uff0c\u4e5f\u8b93\u6559\u5e2b\u53ef\u4ee5\u66f4\u5bb9\u6613\u7ba1\u7406\u8ab2\u5802\uff0c\u4e26\u4e14\u8ffd\u8e64\u5b78\u751f\u5011\u7684\u5b78\u7fd2\u6548\u679c\u3002<\/p>\n<p>\u4e0d\u904e\uff0cArmas-Cervantes (2024) \u7b49\u4eba\u4e5f\u63d0\u9192\uff0c\u76ee\u524d\u7684\u7814\u7a76\u9084\u5b58\u5728\u8457\u4e00\u5b9a\u7684\u9650\u5236\uff0c\u4f8b\u5982\uff0c\u6c92\u8fa6\u6cd5\u78ba\u5b9a\u5b78\u751f\u5011\u5728\u7db2\u8def\u4e0a\u6240\u9032\u884c\u7684\u6d3b\u52d5\u90fd\u662f\u6709\u610f\u7fa9\u7684\uff0c\u6709\u53ef\u80fd\u53ea\u662f\u6253\u958b\u7db2\u9801\u800c\u5df2\u4e26\u6c92\u6709\u8a8d\u771f\u95b1\u8b80\u3002\u53c8\u6216\u8005\uff0c\u6c92\u8fa6\u6cd5\u78ba\u5b9a\u5b78\u751f\u662f\u5426\u55ae\u7368\u4e00\u4eba\u4f7f\u7528LMS\uff0c\u9084\u662f\u53ef\u80fd\u6709\u591a\u4eba\u4e00\u8d77\u7528\u540c\u4e00\u500b\u5e33\u865f\u95b1\u8b80\u8ab2\u7a0b\u6750\u6599\u6216\u5f71\u7247\u3002\u6240\u4ee5\u4ecb\u9762\u7684\u6574\u5408\u4ee5\u53ca\u66f4\u5177\u6709\u4e92\u52d5\u6027\u7684\u7db2\u9801\uff0c\u4e5f\u6703\u662f\u672a\u4f86LMS\u7684\u958b\u767c\u65b9\u5411\u3002\u8b93\u6559\u5b78\u8005\u548c\u5b78\u751f\u4e4b\u9593\u5373\u4f7f\u6c92\u6709\u671d\u5915\u76f8\u8655\uff0c\u4e5f\u80fd\u900f\u904e\u6df7\u6210\u5b78\u7fd2\u5c07\u5f7c\u6b64\u9023\u7d50\uff0c\u751a\u81f3\u6700\u5927\u5316\u5b78\u7fd2\u6548\u679c\u3002<\/p>\n<p>&nbsp;<\/p>\n<hr \/>\n<p><strong>\u53c3\u8003\u6587\u737b<\/strong><\/p>\n<ol>\n<li><a href=\"https:\/\/doi.org\/10.1016\/j.caeai.2024.100232\" target=\"_blank\" rel=\"noopener\">Armas-Cervantes, A., Abedin, E., &amp; Taymouri, F. (2024). Dusting for fingerprints: Tracking online student engagement. <em>Computers and Education: Artificial Intelligence<\/em>, <em>6<\/em>, 100232.<\/a><\/li>\n<li><a href=\"https:\/\/powerautomate.microsoft.com\/zh-tw\/what-is-process-mining\/\" target=\"_blank\" rel=\"noopener\">\u4ec0\u9ebc\u662fProcess Mining<\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u76ee\u524d\u7dda\u4e0a\u5b78\u7fd2\u56e0\u70baCOVID-19\u75ab\u60c5\u7684\u95dc\u4fc2\u800c\u52a0\u901f\u767c\u5c55\uff0c\u73fe\u4eca\u7684\u5b78\u751f\u5011\u4e5f\u5e7e\u4e4e\u90fd\u6709\u7dda\u4e0a\u5b78\u7fd2\u7684\u7d93\u9a57\u3002\u800c\u5be6\u9ad4\u8207\u7dda\u4e0a\u4f75\u7528\u7684\u5b78\u7fd2\u7b56\u7565\uff0c\u53c8\u7a31\u70ba\u300c\u6df7\u6210\u5f0f\u5b78\u7fd2 (Hybrid learning)\u300d\u7b56\u7565\uff0c\u7d50\u5408\u4e86\u9762\u5c0d\u9762\u7684\u6559\u5b78\uff0c\u4e26\u4e14\u4f7f\u7528\u4e86\u7dda\u4e0a\u6559\u5b78\u5de5\u5177\u4f5c\u70ba\u8f14\u52a9\u3002\u800c\u5b78\u751f\u5011\u5728\u7db2\u8def\u4e0a\u5c0d\u65bc\u8ab2\u5802\u7684\u53c3\u8207\u5ea6\u3001\u5c08\u6ce8\u5ea6\u3001\u7a4d\u6975\u5ea6\uff0c\u7a76\u7adf\u8a72\u600e\u9ebc\u8ffd\u8e64\u5462\uff1f<\/p>\n","protected":false},"author":20,"featured_media":44464,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293,5032],"tags":[7183,7181,7182,7180],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2024\/08\/\u61c9\u7528\u5728\u6559\u80b2\u79d1\u6280\u4e0a\u7684\u6280\u8853.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/44462"}],"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=44462"}],"version-history":[{"count":2,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/44462\/revisions"}],"predecessor-version":[{"id":44465,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/44462\/revisions\/44465"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/44464"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=44462"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=44462"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=44462"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}