{"id":30650,"date":"2018-05-09T00:39:28","date_gmt":"2018-05-08T16:39:28","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=30650"},"modified":"2018-07-29T19:34:41","modified_gmt":"2018-07-29T11:34:41","slug":"ai%e5%81%b5%e6%8e%a2%e8%83%bd%e6%89%93%e6%93%8a%e5%b9%ab%e6%b4%be%e2%94%80%e2%94%80%e4%b9%9f%e5%b0%87%e5%bc%95%e7%88%86%e9%81%93%e5%be%b7%e5%8d%b1%e6%a9%9f%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=30650","title":{"rendered":"AI\u5075\u63a2\u80fd\u6253\u64ca\u5e6b\u6d3e\u2500\u2500\u4e5f\u5c07\u5f15\u7206\u9053\u5fb7\u5371\u6a5f\uff1f"},"content":{"rendered":"<p><span style=\"color: #333399;\"><strong>\u25a0\u9ed1\u9053\u4efd\u5b50\u71d2\u6bba\u64c4\u63a0\u3001\u8655\u8655\u884c\u5147\uff0c\u662f\u8b66\u65b9\u5f9e\u53e4\u81ea\u4eca\u7684\u96e3\u89e3\u4e4b\u984c\u3002\u5982\u4f55\u8fa8\u8a8d\u884c\u5147\u6848\u4ef6\u662f\u5426\u8207\u67d0\u500b\u96c6\u5718\u6709\u6240\u95dc\u806f\uff1f \u8a72\u7f6a\u72af\u6703\u4e0d\u6703\u518d\u6b21\u51b7\u8840\u5831\u5fa9\uff1f \u4eca\u5929\uff0c\u9019\u4e9b\u554f\u984c\u6b63\u88ab\u4e00\u500b\u5d84\u65b0\u7684\u6f14\u7b97\u6cd5\u4e00\u7db2\u6253\u76e1\uff0c\u5b83\u53ef\u4ee5\u5168\u81ea\u52d5\u5316\u5730\u5229\u7528\u66f4\u5c11\u7684\u7279\u5fb5\uff0c\u5c07\u884c\u51f6\u8005\u5206\u9580\u5225\u985e\uff0c\u751a\u81f3\u9810\u6e2c\u72af\u7f6a\uff0c\u7336\u5982\u79d1\u5e7b\u96fb\u5f71\u300a\u95dc\u9375\u5831\u544a\u300b\u7684\u60c5\u7bc0\u6ef2\u5165\u73fe\u5be6\u7576\u4e2d\u3002\u7136\u800c\uff0c\u9019\u628a\u5229\u528d\u7684\u53e6\u4e00\u92d2\u5203\u4e5f\u5c16\u92b3\u5730\u523a\u5411\u8a31\u591a\u9053\u5fb7\u8b70\u984c\uff1a\u58de\u4eba\u53cd\u5411\u64cd\u4f5c\u65b0\u6280\u8853\u9810\u6e2c\u8b66\u65b9\u7684\u902e\u6355\u884c\u52d5\u3001\u6bcf\u4f4d\u7121\u8f9c\u7684\u4eba\u90fd\u8981\u627f\u64d4\u8457\u88ab\u8aa4\u5224\u7684\u98a8\u96aa\u2026\u2026<\/strong><\/span><\/p>\n<p><strong><img fetchpriority=\"high\" decoding=\"async\" class=\"alignleft wp-image-30654\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/03\/pexels-photo-750241.jpeg\" alt=\"\" width=\"450\" height=\"312\" \/>\u7de8\u8b6f\uff5c\u738b\u52fb\u9060<\/strong><\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u8b66\u5bdf\u642d\u6a94AI\u5075\u63a2<\/strong><\/span><\/p>\n<p>\u591a\u5e74\u4f86\uff0c\u79d1\u5b78\u5bb6\u81f4\u529b\u7814\u767c\u96fb\u8166\u7684\u6f14\u7b97\u6cd5\u4f86\u68b3\u7406\u8907\u96dc\u7684\u72af\u7f6a\u7db2\u8def\uff0c\u5617\u8a66\u9810\u6e2c\u884c\u5147\u6848\u4ef6\u7684\u53ef\u80fd\u767c\u751f\u4e4b\u8655\uff0c\u4f8b\u5982\u9810\u6e2c\u6027\u8b66\u52d9\uff08Predictive Analytics\uff09\u7cfb\u7d71[\u53c32]\u3002\u7136\u800c\uff0c\u5982\u4f55\u8b58\u5225\u72af\u7f6a\u8207\u5e6b\u6d3e\u7684\u95dc\u806f\u6027\uff0c\u9019\u584a\u9818\u57df\u4ecd\u9bae\u5c11\u958b\u767c\uff0c\u53ea\u80fd\u9760\u53d7\u904e\u7279\u8a13\u7684\u8b66\u5bdf\u55ae\u4f4d\u76e1\u53ef\u80fd\u5730\u8490\u96c6\u7dda\u7d22\uff0c\u9032\u884c\u4eba\u5de5\u5224\u65b7\uff08\u4f8b\u5982\u5075\u8a0a\u6bcf\u4e00\u4f4d\u72af\u7f6a\u5acc\u7591\u4eba\uff09\uff0c\u65e2\u8017\u529b\u53c8\u66e0\u65e5\u8cbb\u6642\u3002<!--more--><\/p>\n<p>\u5e78\u597d\uff0c\u7814\u767c\u4eba\u54e1\u6253\u9020\u4e86\u65b0\u578b\u614b\u7684\u6f14\u7b97\u6cd5\uff0c\u53ea\u8981\u544a\u8a34\u5b83\u72af\u7f6a\u6848\u4ef6\u4e2d\u7684\u5e7e\u9805\u8cc7\u8a0a\uff1a\u884c\u5147\u6b66\u5668\u3001\u5acc\u7591\u72af\u4eba\u6578\u3001\u72af\u6848\u5730\u9ede\u4ee5\u53ca\u6642\u9593\u7b49\u7b49[\u53c31]\uff0c\u5b83\u5c31\u80fd\u50cf\u96fb\u5f71\u4e2d\u7684\u540d\u5075\u63a2\u798f\u723e\u6469\u65af\uff0c\u5229\u7528\u7a00\u5c11\u7684\u7dda\u7d22\u65c1\u6572\u5074\u64ca\u3001\u5c64\u5c64\u63a8\u7406\uff0c\u5c07\u6848\u4ef6\u5206\u9580\u5225\u985e\uff0c\u900f\u6790\u51fa\u8207\u5e6b\u6d3e\u76f8\u95dc\u806f\u7684\u72af\u7f6a\u3002\u9019\u4e9b\u63a8\u65b7\u53ef\u4ee5\u5728\u8b66\u65b9\u9032\u884c\u5168\u9762\u8abf\u67e5\u4e4b\u524d\u9583\u96fb\u5b8c\u6210\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u9032\u5316\u7248AI<\/strong><strong>\u2500\u2500<\/strong><strong>\u8209\u4e00\u53cd\u5341<\/strong><\/span><\/p>\n<p>\u9019\u4f4dAI\u5075\u63a2\u4f55\u80fd\u7df4\u5c31\u9019\u9ebc\u8070\u660e\u7d55\u9802\u7684\u529f\u592b\u5462\uff1f\u6b66\u529f\u7955\u7b08\u5c31\u5728\u65bc\u300c\u90e8\u5206\u751f\u6210\u795e\u7d93\u7db2\u8def\uff08Generative Neural Network\uff09\u300d\u3002\u6709\u5225\u65bc\u9700\u8981\u5927\u91cf\u7279\u5fb5\u7dda\u7d22\u7684\u4e00\u822c\u985e\u795e\u7d93\u7db2\u8def\uff0c\u5728\u8a13\u7df4\u904e\u7a0b\u4e2d\uff0c\u5b83\u80fd\u5f9e\u6848\u4ef6\u88e1\u5c11\u91cf\u7684\u7279\u5fb5\u4e4b\u9593\uff0c\u63a8\u6572\u51fa\u5176\u4ed6\u7684\u7279\u5fb5\uff0c\u4f86\u64f4\u589e\u5224\u65b7\u4f9d\u64da\uff0c\u5373\u6240\u8b02\u7684\u300c\u90e8\u5206\u751f\u6210\u300d\u3002\u76ee\u524d\u5df2\u6709\u4e9b\u5c07\u6a21\u7cca\u5716\u6848\u8b8a\u6210\u6e05\u6670\u756b\u9762\u7684\u4eba\u5de5\u667a\u6167\u4e5f\u904b\u7528\u4e86\u76f8\u985e\u4f3c\u7684\u6280\u8853\u7cbe\u96a8\u3002<\/p>\n<p>\u597d\u6bd4\u8aaa\uff0c\u7576\u6211\u5011\u5927\u8001\u9060\u770b\u5230\u4e00\u500b\u4eba\u8d70\u5411\u9ad4\u80b2\u9928\uff0c\u624b\u88e1\u62b1\u8457\u8910\u8272\u300c\u7c43\u7403\u300d\uff08\u7279\u5fb5\u4e00\uff09\u3001\u7a7f\u8457\u300c\u904b\u52d5\u4e0a\u8863\u300d\uff08\u7279\u5fb5\u4e8c\uff09\uff0c\u4f46\u770b\u4e0d\u6e05\u4ed6\u7a7f\u7684\u5230\u5e95\u662f\u4ec0\u9ebc\u978b\u5b50\uff0c\u6b64\u6642\uff0c\u6211\u5011\u6703\u81ea\u52d5\u6839\u64da\u7d93\u9a57\u4ee5\u53ca\u7279\u5fb5\u642d\u914d\u7684\u908f\u8f2f\u9032\u884c\u300c\u8166\u88dc\u300d\uff1a\u4ed6\u8173\u4e0a\u90a3\u96d9\u61c9\u8a72\u662f\u300c\u7c43\u7403\u978b\u300d\uff08\u7279\u5fb5\u4e09\uff09\uff0c\u4e26\u7e3d\u7d50\u5224\u65b7\u51fa\u4ed6\u6b63\u6e96\u5099\u8981\u53bb\u300c\u6253\u7c43\u7403\u300d\u3002<\/p>\n<p>\u6b63\u56e0\u5982\u6b64\uff0c\u5c0d\u9019\u4f4dAI\u5075\u63a2\u4f86\u8aaa\uff0c\u4ed6\u4e0d\u9700\u8981\u5728\u4e00\u5b97\u72af\u7f6a\u6848\u4ef6\u4e2d\u77e5\u9053\u5168\u90e8\u7684\u7279\u5fb5\uff1b\u53cd\u4e4b\uff0c\u4ed6\u53ea\u9700\u8981\u90e8\u4efd\u7684\u7dda\u7d22\uff0c\u63a8\u6f14\u51fa\u5147\u624b\u66f4\u5168\u9762\u7684\u6a23\u8c8c\u3002\u5373\u4fbf\u5b83\u5728\u8fa6\u6848\u6642\uff0c\u907a\u6f0f\u4e86\u67d0\u6a23\u7dda\u7d22\uff0c\u5c0e\u81f4\u300c\u7f3a\u5931\u7279\u5fb5\uff08Missing Feature\uff09\u300d\uff0c\u4ed6\u4ecd\u80fd\u5229\u7528\u5148\u524d\u751f\u6210\u7684\u984d\u5916\u7279\u5fb5\uff0c\u9032\u884c\u66f4\u7cbe\u78ba\u7684\u5224\u65b7\u3001\u5206\u985e\u3002\u6839\u64da\u7f8e\u570b\u5357\u52a0\u5dde\u5927\u5b78\u8207\u6d1b\u6749\u78ef\u8b66\u5bdf\u5c40\u5408\u4f5c\u7684\u5be6\u9a57[\u53c31]\uff0c\u4ed6\u5011\u5229\u7528\u300c\u90e8\u5206\u751f\u6210\u795e\u7d93\u7db2\u8def\u300d\u6b78\u985e2016\u5e74\u88e1\u7684\u884c\u51f6\u6848\uff0c\u5176\u4e2d\u5e6b\u6d3e\u76f8\u95dc\u806f\u7684\u6848\u4ef6\u8b58\u5225\u7387\u5f9e79%\u63d0\u5347\u5230\u4e8685%\uff0c\u4e00\u8209\u7a81\u7834\u4e866%\u3002<\/p>\n<p><figure id=\"attachment_30656\" aria-describedby=\"caption-attachment-30656\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-30656\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/05\/0509.png\" alt=\"\" width=\"600\" height=\"477\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/05\/0509.png 975w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/05\/0509-800x636.png 800w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-30656\" class=\"wp-caption-text\">\u5716\u4e00\u3001\u90e8\u5206\u751f\u6210\u795e\u7d93\u7db2\u8def\u7c21\u5316\u793a\u610f\u5716\u3002\u7531\u7279\u5fb5\u4e00\u548c\u7279\u5fb5\u4e8c\u63a8\u6572\u51fa\u984d\u5916\u7279\u5fb5\uff08\u7279\u5fb5\u4e09\uff09\uff0c\u518d\u7d93\u7531\u795e\u7d93\u7db2\u8def\u52a0\u4ee5\u8f14\u52a9\u5224\u65b7\u3002\u5373\u4fbf\u67d0\u7279\u5fb5\u5728\u5224\u65b7\u904e\u7a0b\u4e2d\u907a\u6f0f\u4e86\uff08\u4f8b\u5982\u7f3a\u5931\u7279\u5fb5\u4e8c\uff09\uff0c\u5b83\u4f9d\u7136\u80fd\u900f\u904e\u7279\u5fb5\u4e00\u53ca\u5148\u524d\u751f\u6210\u7684\u7279\u5fb5\u4e09\u8def\u5f91\u9032\u884c\u5224\u65b7[\u53c31]\u3002<\/figcaption><\/figure><span style=\"color: #008080;\"><strong>\u25cf\u80fd\u8209\u4e00\u53cd\u5341\uff0c\u4f46\u975e\u5341\u5168\u5341\u7f8e<\/strong><\/span><\/p>\n<p>\u7136\u800c\uff0c\u9019\u4e82\u4e16\u82f1\u96c4\u7684\u4eba\u5de5\u667a\u6167\u4e5f\u9ede\u71c3\u4e86\u7a2e\u7a2e\u5371\u6a5f\u3002\u5118\u7ba1\u9019\u9805\u65b0\u767c\u660e\u5728\u4eba\u53e3\u7a20\u5bc6\u7684\u8907\u96dc\u90fd\u5e02\u88e1\u662f\u4f4d\u75be\u98a8\u53b2\u884c\u7684\u5075\u63a2\u9ad8\u624b\uff0c\u4f46\u5b83\u8fc5\u731b\u7684\u667a\u6167\u4e5f\u5c07\u98b3\u8d77\u9053\u5fb7\u98a8\u66b4\u3002\u6709\u4eba\u6301\u6279\u5224\u89c0\u9ede\u8cea\u554f\uff1a\u300c\u842c\u4e00\u7121\u8f9c\u7684\u4eba\u88ab\u8aa4\u5224\u8207\u72af\u7f6a\u96c6\u5718\u76f8\u95dc\uff0c\u5c07\u7531\u8ab0\u80cc\u8ca0\u6c7a\u7b56\u932f\u8aa4\u7684\u8cac\u4efb\uff1f\u58de\u4eba\u6703\u4e0d\u6703\u53cd\u5411\u5229\u7528\u9019\u9805\u6280\u8853\uff0c\u4f86\u9003\u812b\u8b66\u65b9\u7684\u91cd\u91cd\u7a81\u570d\uff0c\u9810\u6e2c\u902e\u6355\u884c\u52d5\uff1f\u300d\u800c\u64c1\u8b77\u7684\u4e00\u65b9\u5247\u7528\u6bd4\u55bb\u4f86\u53cd\u99c1\uff1a\u300c\u7576\u706b\u7bad\u76f4\u885d\u96f2\u9704\uff0c\u8ab0\u6703\u5728\u4e4e\u5b83\u6703\u4e0d\u6703\u589c\u843d\u5462\uff1f\u300d<\/p>\n<p>\u986f\u7136\uff0c\u5de5\u7a0b\u5e2b\u4ecd\u9700\u9762\u5c0d\u4e26\u586b\u88dc\u9019\u9805\u65b0\u767c\u660e\u6240\u7522\u751f\u7684\u9053\u5fb7\u9699\u7e2b\u3002\u79d1\u6280\u7684\u767c\u5c55\u5f80\u5f80\u6377\u8db3\u5148\u767b\uff0c\u800c\u76f8\u95dc\u6cd5\u898f\u5236\u5b9a\u843d\u5f8c\uff0c\u9053\u5fb7\u8b70\u984c\u4e5f\u672a\u80fd\u5145\u5206\u8a0e\u8ad6\uff0c\u56e0\u6b64\uff0c\u5728Google\u4e5f\u6709\u8edf\u9ad4\u5de5\u7a0b\u5e2b\u7814\u7a76\u4e26\u8a2d\u6cd5\u964d\u4f4e\u4eba\u5de5\u667a\u6167\u8207\u9053\u5fb7\u3001\u793e\u6703\u89c0\u611f\u6240\u7522\u751f\u7684\u4e0d\u5e73\u8861\u5f35\u529b\u3002\u4f46\u9019\u4f4d\u74b0\u7e5e\u8457\u8a31\u591a\u722d\u8b70\u7684AI\u5075\u63a2\u767c\u660e\u4e26\u975e\u500b\u6848\uff0c\u65bc\u662f\u57282017\u5e74\u7684\u4e00\u6708\uff0c\u8fd1\u5343\u540d\u4eba\u5de5\u667a\u6167\u5c08\u5bb6\u806f\u5408\u7c3d\u7f72\u4e86\u300c\u963f\u897f\u6d1b\u99ac\u4eba\u5de5\u667a\u6167\u539f\u5247\uff08Asilomar AI Principles\uff09\u300d\uff0c\u547c\u7c72\u7814\u767c\u4eba\u54e1\u63a8\u52d5\u4eba\u5de5\u667a\u6167\u767c\u5c55\u7684\u540c\u6642\uff0c\u61c9\u91cd\u8996\u6574\u9ad4\u793e\u6703\u548c\u8ae7\u4ee5\u53ca\u9700\u8cbc\u8fd1\u5ee3\u6cdb\u8a8d\u540c\u7684\u502b\u7406\u9053\u5fb7\u3002\u9664\u4e86\u5c08\u5bb6\u5011\uff0c\u591a\u4f4d\u77e5\u540d\u4eba\u58eb\u2014\u5982\u98fe\u6f14\u300a\u92fc\u9435\u4eba\u300b\u7cfb\u5217\u96fb\u5f71\u4e2d\u7684\u7537\u4e3b\u89d2\u99ac\u65af\u514b\uff0c\u4ee5\u53ca\u8fd1\u65e5\u9686\u91cd\u901d\u4e16\u7684\u7269\u7406\u5b78\u5bb6\u53f2\u8482\u82ac\u00b7\u970d\u91d1\uff0c\u90fd\u662f\u8a72\u539f\u5247\u7684\u7c3d\u7f72\u4eba\u3002\u5e7d\u9ed8\u98a8\u8da3\u3001\u7562\u751f\u6a02\u89c0\u9762\u5c0d\u7d55\u75c7\u7684\u970d\u91d1\uff0c\u66fe\u9019\u9ebc\u8a9e\u91cd\u5fc3\u9577\u5730\u8b66\u544a\u4e16\u4eba\uff1a<\/p>\n<p>\u300c\u4eba\u5de5\u667a\u6167\u5c07\u6703\u662f\u4eba\u985e\u6587\u660e\u4e2d\u6700\u7cdf\u7cd5\u7684\u4e8b\uff0c\u9664\u975e\u6211\u5011\u80fd\u5168\u6b0a\u638c\u63a7\u5b83\u8a72\u5982\u4f55\u767c\u5c55\u3002\u300d<\/p>\n<p>\u885d\u523a\u8457\u4eba\u5de5\u667a\u6167\u767c\u5c55\u7684\u540c\u6642\uff0c\u4e5f\u61c9\u9069\u6642\u505c\u4e0b\u8173\u6b65\uff0c\u4e0d\u50c5\u50c5\u662f\u5de5\u7a0b\u5e2b\uff0c\u6211\u5011\u4e5f\u6709\u7fa9\u52d9\u53bb\u601d\u8003\u4eba\u5de5\u667a\u6167\u5c0d\u793e\u6703\u6f5b\u5728\u7684\u526f\u4f5c\u7528\u3002\u6587\u660e\u7684\u9769\u65b0\u4e0d\u662f\u55ae\u55ae\u63a8\u52d5\u79d1\u6280\uff0c\u9700\u8981\u6574\u9ad4\u793e\u6703\u3001\u6cd5\u6cbb\u8207\u9053\u5fb7\u7d20\u990a\u9f4a\u982d\u4e26\u9032\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u7de8\u8b6f\u4f86\u6e90\uff1a<\/strong>\u201c<a href=\"http:\/\/www.sciencemag.org\/news\/2018\/02\/artificial-intelligence-could-identify-gang-crimes-and-ignite-ethical-firestorm\">Artificial intelligence could identify gang crimes\u2014and ignite an ethical firestorm<\/a>\u201d Science Technology (2018)<\/p>\n<p><strong>\u53c3\u8003\u8cc7\u6599\uff1a<\/strong><\/p>\n<ol>\n<li>Sungyong Seo\u00a0et al., \u201cPartially Generative Neural Networks for Gang Crime Classification with Partial Information,\u201d AIES (2018)<\/li>\n<li><a href=\"http:\/\/www.sciencemag.org\/news\/2016\/09\/can-predictive-policing-prevent-crime-it-happens\">Can \u201cpredictive policing\u201d prevent crime before it happens? <\/a>Science Technology (2016)<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/line.me\/R\/ti\/p\/%40fcx6182w\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" class=\"alignnone\" src=\"https:\/\/scdn.line-apps.com\/n\/line_add_friends\/btn\/zh-Hant.png\" alt=\"\u52a0\u5165\u597d\u53cb\" width=\"212\" height=\"36\" border=\"0\" \/><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u25a0\u9ed1\u9053\u4efd\u5b50\u71d2\u6bba\u64c4\u63a0\u3001\u8655\u8655\u884c\u5147\uff0c\u662f\u8b66\u65b9\u5f9e\u53e4\u81ea\u4eca\u7684\u96e3\u89e3\u4e4b\u984c\u3002\u5982\u4f55\u8fa8\u8a8d\u884c\u5147\u6848\u4ef6\u662f\u5426\u8207\u67d0\u500b\u96c6\u5718\u6709\u6240\u95dc\u806f\uff1f \u8a72\u7f6a\u72af\u6703\u4e0d\u6703\u518d\u6b21\u51b7\u8840\u5831\u5fa9\uff1f \u4eca\u5929\uff0c\u9019\u4e9b\u554f\u984c\u6b63\u88ab\u4e00\u500b\u5d84\u65b0\u7684\u6f14\u7b97\u6cd5\u4e00\u7db2\u6253\u76e1\uff0c\u5b83\u53ef\u4ee5\u5168\u81ea\u52d5\u5316\u5730\u5229\u7528\u66f4\u5c11\u7684\u7279\u5fb5\uff0c\u5c07\u884c\u51f6\u8005\u5206\u9580\u5225\u985e\uff0c\u751a\u81f3\u9810\u6e2c\u72af\u7f6a\uff0c\u7336\u5982\u79d1\u5e7b\u96fb\u5f71\u300a\u95dc\u9375\u5831\u544a\u300b\u7684\u60c5\u7bc0\u6ef2\u5165\u73fe\u5be6\u7576\u4e2d\u3002\u7136\u800c\uff0c\u9019\u628a\u5229\u528d\u7684\u53e6\u4e00\u92d2\u5203\u4e5f\u5c16\u92b3\u5730\u523a\u5411\u8a31\u591a\u9053\u5fb7\u8b70\u984c\uff1a\u58de\u4eba\u53cd\u5411\u64cd\u4f5c\u65b0\u6280\u8853\u9810\u6e2c\u8b66\u65b9\u7684\u902e\u6355\u884c\u52d5\u3001\u6bcf\u4f4d\u7121\u8f9c\u7684\u4eba\u90fd\u8981\u627f\u64d4\u8457\u88ab\u8aa4\u5224\u7684\u98a8\u96aa\u2026\u2026<\/p>\n","protected":false},"author":20,"featured_media":30654,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293],"tags":[3008,3791,2535,131,3792],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/03\/pexels-photo-750241.jpeg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/30650"}],"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=30650"}],"version-history":[{"count":3,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/30650\/revisions"}],"predecessor-version":[{"id":32005,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/30650\/revisions\/32005"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/30654"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=30650"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=30650"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=30650"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}