{"id":30559,"date":"2018-03-23T00:53:23","date_gmt":"2018-03-22T16:53:23","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=30559"},"modified":"2018-07-29T19:11:30","modified_gmt":"2018-07-29T11:11:30","slug":"%e5%86%8d%e7%8f%be%e6%80%a7%e5%8d%b1%e6%a9%9f%ef%bc%9a%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e7%9a%84%e4%b8%8b%e4%b8%80%e5%a0%b4%e5%86%b0%e6%b2%b3%e6%9c%9f%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=30559","title":{"rendered":"\u518d\u73fe\u6027\u5371\u6a5f\uff1a\u4eba\u5de5\u667a\u6167\u7684\u4e0b\u4e00\u5834\u51b0\u6cb3\u671f\uff1f"},"content":{"rendered":"<p><strong><img fetchpriority=\"high\" decoding=\"async\" class=\"alignleft wp-image-30560\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/03\/pexels-photo-277052.jpeg\" alt=\"\" width=\"450\" height=\"312\" \/>\u7de8\u8b6f\uff5c\u9673\u660e\u4f51<\/strong><\/p>\n<p>\u4f60\u6216\u8a31\u807d\u904e\uff0c\u4eba\u5de5\u667a\u6167\u7684\u767c\u5c55\u66fe\u7d93\u6b77\u5169\u6b21\u56b4\u51ac\u3002\u5982\u4eca\uff0c\u4eba\u5de5\u667a\u6167\u7814\u7a76\u4f3c\u4e4e\u5df2\u9032\u5165\u7a69\u5065\u4e14\u5feb\u901f\u6210\u9577\u7684\u968e\u6bb5\uff0c\u4ee5\u81f4\u6211\u5011\u6bcf\u9694\u5e7e\u500b\u6708\u5c31\u80fd\u5728\u65b0\u805e\u5a92\u9ad4\u4e0a\u770b\u5230\u91cd\u5927\u7a81\u7834\u3002\u4f8b\u59822016\u5e74\u6a6b\u7a7a\u51fa\u4e16\uff0c\u9678\u7e8c\u64ca\u6557\u4e0d\u53ea\u4e00\u4f4d\u570b\u969b\u7d1a\u9802\u5c16\u68cb\u624b\u7684\u570d\u68cb\u7a0b\u5f0fAlpha Go\u30012017\u5e74\u767b\u5834\u7684\u5beb\u8a69\u6a5f\u5668\u4eba\u5fae\u8edf\u5c0f\u51b0\uff08\u751a\u81f3\u51fa\u7248\u4e86\u500b\u4eba\u8a69\u96c6\uff01\uff09\uff0c\u4e43\u81f3\u65bc\u5f8c\u4f86\u8a95\u751f\u7684Alpha Go\u7d42\u6975\u7248\u672c\uff0d\uff0d\u4e0d\u9700\u9810\u5148\u5beb\u5165\u4efb\u4f55\u570d\u68cb\u76f8\u95dc\u77e5\u8b58\u7684Alpha Go Zero<a href=\"#_edn1\" name=\"_ednref1\">[1]<\/a>\u3002<\/p>\n<p>\u7136\u800c\uff0c\u4f60\u662f\u5426\u77e5\u9053\uff0c\u7576\u4eca\u770b\u4f3c\u75be\u901f\u767c\u5c55\u7684\u4eba\u5de5\u667a\u6167\u7814\u7a76\uff0c\u5176\u5be6\u96b1\u4f0f\u8457\u4e0d\u5c0f\u7684\u5371\u6a5f\uff1f<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u79d1\u5b78\u4e0a\u7684\u518d\u73fe\u6027\u5371\u6a5f<\/strong><\/span><\/p>\n<p>\u4efb\u4f55\u5ba3\u7a31\u64c1\u6709\u91cd\u5927\u7a81\u7834\u7684\u7814\u7a76\uff0c\u4e00\u822c\u4f86\u8aaa\uff0c\u5982\u679c\u5176\u7d50\u679c\u4e0d\u80fd\u88ab\u5176\u5b83\u7814\u7a76\u8005\u4ee5\u76f8\u540c\u7684\u64cd\u4f5c\u518d\u73fe\uff0c\u9019\u6a23\u7684\u7814\u7a76\u7d50\u679c\u662f\u53ef\u4ee5\u88ab\u8cea\u7591\u7684\u3002\u90a3\u9ebc\uff0c\u5982\u679c\u4e00\u500b\u7814\u7a76\u9818\u57df\u4e2d\uff0c\u56e0\u70ba\u7cfb\u7d71\u6027\u7684\u539f\u56e0\uff08\u5982\u8a72\u9818\u57df\u7684\u5be6\u9a57\u7279\u6027\u3001\u8a72\u9818\u57df\u7684\u7814\u7a76\u8005\u7fd2\u6027\u7b49\u7b49\uff09\u4f7f\u5f97\u5927\u90e8\u4efd\u7814\u7a76\u96e3\u4ee5\u518d\u73fe\uff0c\u9019\u500b\u7814\u7a76\u9818\u57df\u7684\u77e5\u8b58\u5927\u5ec8\u662f\u4e0d\u662f\u5c31\u986f\u5f97\u5c8c\u5c8c\u53ef\u5371\u5462\uff1f<\/p>\n<p>\u79d1\u5b78\u4e0a\u6b63\u662f\u4ee5\u518d\u73fe\u6027\u5371\u6a5f\uff08Reproducibility Crisis\uff09\u6216\u518d\u73fe\u5371\u6a5f\uff08Replication Crisis\uff09\u4f86\u6307\u7a31\u9019\u7a2e\u60c5\u6cc1\u3002\u8fd1\u5341\u5e74\u4f86\uff0c\u4e0d\u5c11\u7814\u7a76\u9818\u57df\u90fd\u66fe\u906d\u9047\u6b64\u985e\u554f\u984c\uff0c\u5982\u5fc3\u7406\u5b78\u7814\u7a76<a href=\"#_edn2\" name=\"_ednref2\">[2]<\/a>\u7531\u65bc\u5be6\u9a57\u6d89\u53ca\u5927\u91cf\u89c0\u5bdf\u3001\u7d00\u9304\u53d7\u6e2c\u8005\u7684\u5fc3\u7406\u53cd\u61c9\uff0c\u4ee5\u81f3\u65bc\u91cd\u73fe\u67d0\u4e00\u5be6\u9a57\u7684\u6210\u672c\u6975\u9ad8\uff0c\u4e0d\u5bb9\u6613\u9032\u884c\uff0c\u53c8\u6216\u56e0\u70ba\u6d89\u53ca\u53d7\u8a66\u8005\u4e3b\u89c0\u53cd\u61c9\uff0c\u6709\u6642\u4e5f\u6703\u51fa\u73fe\u91cd\u8907\u4e86\u5be6\u9a57\u537b\u672a\u5f97\u5230\u76f8\u4f3c\u7d50\u679c\u7684\u60c5\u6cc1\u3002\u53e6\u5916\uff0c\u7814\u7a76\u8005\u7684\u4e0d\u8aa0\u5be6\u4e5f\u53ef\u80fd\u662f\u9020\u6210\u518d\u73fe\u5371\u6a5f\u7684\u53e6\u4e00\u6210\u56e0\uff0c\u59822011\u5e74\u793e\u6703\u5fc3\u7406\u5b78\u754c\u4fbf\u66fe\u51fa\u73fe\u5b78\u8853\u8a50\u6b3a\u7684\u6848\u4f8b\uff0d\uff0d\u63d0\u723e\u5821\u5927\u5b78\u7684\u660e\u661f\u5b78\u8005Diederik Stapel\u88ab\u6307\u51fa\u9577\u671f\u9020\u5047\u5be6\u9a57\u6578\u64da\uff0c\u800c\u5176\u8ad6\u6587\u7adf\u80fd\u767b\u4e0a\u4e3b\u6d41\u570b\u969b\u671f\u520a\u3002\u5f8c\u7e8c\u66f4\u6709\u671f\u520a\u6587\u7ae0\u6307\u51fa\uff0c\u8a31\u591a\u5fc3\u7406\u5b78\u7814\u7a76\u8005\u627f\u8a8d\u4f7f\u7528\u904e\u4e0d\u6070\u7576\u7684\u624b\u6bb5\uff0c\u5982\u7be9\u9078\u539f\u59cb\u6578\u64da\uff0c\u5f15\u767c\u4e86\u5b78\u754c\u66f4\u5927\u7684\u6ce2\u703e<a href=\"#_edn3\" name=\"_ednref3\">[3]<\/a>\u3002\u9019\u4e9b\u90fd\u4f7f\u5f97\u518d\u73fe\u6027\u5371\u6a5f\u6210\u70ba\u79d1\u5b78\u754c\u88e1\u4e00\u500b\u91cd\u8981\u7684\u8b70\u984c\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u4f60\u770b\u4e0d\u898b\u7684\u8cc7\u6599<\/strong><\/span><\/p>\n<p>\u73fe\u5728\uff0c\u8b93\u6211\u5011\u56de\u5230\u4eba\u5de5\u667a\u6167\u9818\u57df\u3002\u4e0d\u540c\u65bc\u5fc3\u7406\u5b78\u7814\u7a76\u7684\u60c5\u5f62\uff0c\u4eba\u5de5\u667a\u6167\u7814\u7a76\u4e4b\u6210\u679c\uff0c\u591a\u534a\u5448\u73fe\u70ba\u4e00\u500b\u53ef\u64cd\u4f5c\u7684\u65b0\u6f14\u7b97\u6cd5\u6216\u7a0b\u5f0f\u67b6\u69cb\uff0c\u5f62\u5f0f\u4e0a\u7d93\u5e38\u662f\u4e00\u4efd\u7a0b\u5f0f\u78bc\u3002\u90a3\u9ebc\uff0c\u6216\u8a31\u6709\u4eba\u6703\u554f\uff0c\u9019\u6a23\u4e00\u4f86\uff0c\u6211\u5011\u4e0d\u662f\u53ea\u9700\u8981\u8907\u88fd\u8cbc\u4e0a\u4e26\u57f7\u884c\u4ee3\u78bc\uff0c\u5c31\u80fd\u78ba\u8a8d\u5be6\u9a57\u7d50\u679c\u662f\u4e0d\u662f\u53ef\u9760\u4e86\u55ce\uff1f\u7136\u800c\u8fd1\u5e7e\u5e74\u8d8a\u4f86\u8d8a\u591a\u4eba\u5de5\u667a\u6167\u7814\u7a76\u8005\u6307\u51fa\uff0c\u5728\u4eba\u5de5\u667a\u6167\u8ad6\u6587\u9245\u91cf\u6e67\u73fe\u7684\u6b64\u6642\uff0c\u6709\u8a31\u591a\u8ad6\u6587\u4e26\u672a\u516c\u958b\u539f\u59cb\u78bc\uff0c\u4ee5\u81f3\u65bc\u91cd\u73fe\u5b83\u5011\u5ba3\u7a31\u7684\u7d50\u679c\u8b8a\u5f97\u7570\u5e38\u56f0\u96e3\u3002<\/p>\n<p>\u800c\u9019\u5c31\u5f15\u767c\u4e86\u4eba\u5de5\u667a\u6167\u9818\u57df\u7684\u300c\u518d\u73fe\u6027\u5371\u6a5f\u300d\u3002<\/p>\n<p>\u672c\u6708\u521d\u7684\u7f8e\u570b\u4eba\u5de5\u667a\u80fd\u5354\u6703\u6703\u8b70\uff08AAAI-2018\uff09\u91dd\u5c0d\u4eba\u5de5\u667a\u6167\u9818\u57df\u7684\u518d\u73fe\u6027\u554f\u984c\u5c55\u958b\u4e00\u7cfb\u5217\u8a0e\u8ad6\uff0c\u632a\u5a01\u5927\u5b78\u7684Odd Erik Grundeson\u5728\u5831\u544a\u4e2d\u6307\u51fa\uff1a\u904e\u53bb\u5e7e\u5e74\u767c\u8868\u5728\u5169\u5927\u9802\u5c16\u7814\u8a0e\u6703\u4e0a\u7684\u4eba\u5de5\u667a\u6167\u8ad6\u6587\uff0c\u50c5\u6709\u4e09\u6210\u516c\u958b\u7528\u4ee5\u6e2c\u8a66\u6f14\u7b97\u6cd5\u8868\u73fe\u7684\u6578\u64da\u8cc7\u6599\uff0c\u5c11\u65bc\u4e00\u6210\u9858\u610f\u516c\u958b\u539f\u59cb\u78bc<a href=\"#_edn4\" name=\"_ednref4\">[4]<\/a>\u3002<\/p>\n<p>\u4f55\u4ee5\u6703\u6709\u9019\u4e9b\u770b\u4e0d\u898b\u7684\u8cc7\u6599\uff1f\u53ef\u80fd\u6709\u4ee5\u4e0b\u539f\u56e0<a href=\"#_edn5\" name=\"_ednref5\">[5]<\/a>\uff1a\u4e00\u7a2e\u662f\u539f\u59cb\u78bc\u5c6c\u65bc\u5546\u696d\u516c\u53f8\u6240\u64c1\u6709\uff1b\u4e00\u7a2e\u662f\u7814\u7a76\u8005\u5728\u5b78\u8853\u7af6\u722d\u4e0a\u70ba\u4e86\u9818\u5148\u540c\u884c\u800c\u4e0d\u9858\u610f\u516c\u958b\u539f\u59cb\u78bc\u3002\u6216\u8005\uff0c\u539f\u59cb\u78bc\u7121\u6cd5\u516c\u958b\uff0c\u56e0\u70ba\u5b83\u53c3\u8003\u7684\u539f\u59cb\u78bc\u4e5f\u5c1a\u672a\u516c\u958b\u3002\u6700\u5f8c\uff0c\u66f4\u6709\u7814\u7a76\u8005\u5ba3\u7a31\u7a0b\u5f0f\u78bc\u96e2\u5947\u6d88\u5931\u3002\u8cc7\u6599\u4e0d\u900f\u660e\u7684\u7d50\u679c\u5c31\u662f\uff0c\u4eba\u5de5\u667a\u6167\u9818\u57df\u513c\u7136\u6210\u70ba\u4e00\u500b\u751f\u7522\u7955\u5bc6\u7684\u7522\u696d\uff0c\u8af8\u591a\u6f14\u7b97\u6cd5\u90fd\u88ab\u85cf\u533f\u81f3\u53ef\u518d\u73fe\u6027\u7684\u660e\u4eae\u539f\u91ce\u4e4b\u5916\uff0c\u6c92\u5165\u5e7d\u6697\u4e2d\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u89e3\u5bc6\u539f\u59cb\u78bc<\/strong><\/span><\/p>\n<p>\u65bc\u662f\u6211\u5011\u4e0d\u514d\u8981\u554f\uff0c\u5982\u4f55\u91cd\u65b0\u7167\u4eae\u9019\u4e9b\u4eba\u5de5\u667a\u6167\u9818\u57df\u770b\u4e0d\u898b\u7684\u90e8\u4efd\u5462\uff1f\u70ba\u4e86\u6aa2\u9a57\u5148\u524d\u7814\u7a76\u4e2d\u6240\u4f7f\u7528\u7684\u6f14\u7b97\u6cd5\uff0c\u6211\u5011\u5f80\u5f80\u9700\u8a2d\u6cd5\u91cd\u65b0\u751f\u7522\u4e00\u4efd\u7a0b\u5f0f\u78bc\uff0c\u4f46\u8a31\u591a\u7a0b\u5f0f\u78bc\u537b\u5c1a\u672a\u516c\u958b\u3002\u5982\u4f55\u89e3\u5bc6\u539f\u59cb\u78bc\uff0c\u6b63\u662f\u4eba\u5de5\u667a\u6167\u9818\u57df\u73fe\u4eca\u7684\u56f0\u5883\u3002<\/p>\n<p>\u5e78\u597d\uff0c\u524d\u8ff0\u7684AAAI\u6703\u8b70\u5617\u8a66\u63d0\u51fa\u5e7e\u500b\u672a\u4f86\u4eba\u5de5\u667a\u6167\u7814\u7a76\u53ef\u884c\u7684\u65b9\u5411\uff1a<\/p>\n<p>\uff08\u4e00\uff09\u6a19\u6e96\u5316\uff1a\u7531\u975e\u71df\u5229\u516c\u53f8Open AI\u5275\u9020\u7684\u6a5f\u5668\u5b78\u7fd2\u6e2c\u8a66\u6846\u67b6Gym\uff08\u4e00\u500b\u96c6\u5408\u8af8\u591a\u904a\u6232\u7684\u7a0b\u5f0f\u74b0\u5883\uff0c\u4e3b\u8981\u53ef\u7528\u65bc\u6e2c\u8a66\u4eba\u5de5\u667a\u6167\u7a0b\u5f0f\u7684\u8868\u73fe\uff0c\u8d85\u7d1a\u99ac\u529b\u6b50\u4e5f\u662f\u5176\u4e2d\u4e00\u500b\u904a\u6232\uff09\uff0c\u63d0\u4f9b\u4e86\u4e00\u7a2e\u6a19\u6e96\u5316\u4eba\u5de5\u667a\u6167\u6e2c\u8a66\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\uff08\u4e8c\uff09\u795e\u7d93\u7db2\u8def\u5de5\u5177\uff1aIBM\u5718\u968a\u70ba\u4e86\u89e3\u6c7a\u6b64\u554f\u984c\uff0c\u5247\u5728\u6703\u8b70\u4e2d\u63d0\u51fa\u4e86\u4e00\u500b\u795e\u7d93\u7db2\u8def\u5de5\u5177\uff0c\u80fd\u5920\u81ea\u52d5\u8655\u7406\u4eba\u5de5\u667a\u6167\u7814\u7a76\u8ad6\u6587\uff0c\u4e26\u5f9e\u5716\u8868\u4e2d\u91cd\u5efa\u8ad6\u6587\u4e2d\u6240\u4f7f\u7528\u7684\u795e\u7d93\u7db2\u8def\u3002IBM\u4e5f\u9810\u8a08\u672a\u4f86\u6703\u5c07\u6210\u679c\u516c\u958b\u653e\u4e0a\u7db2\u8def\u3002<\/p>\n<p>\uff08\u4e09\uff09Open ML\uff1aOpen ML\u5247\u662f\u4e00\u500b\u516c\u958b\u7684\u7db2\u7ad9\uff0c\u63d0\u4f9b\u5927\u91cf\u7684\u516c\u958b\u6578\u64da\uff0c\u4e26\u81f4\u529b\u65bc\u300c\u5efa\u7acb\u4e00\u500b\u516c\u958b\u3001\u4e95\u7136\u6709\u5e8f\u7684\u6a5f\u5668\u5b78\u7fd2\u7dda\u4e0a\u751f\u614b\u7cfb<a href=\"#_edn6\" name=\"_ednref6\">[6]<\/a>\u300d\uff0c\u5354\u52a9\u7814\u7a76\u8005\u66f4\u597d\u5730\u5206\u6790\u8cc7\u6599\uff0c\u8b93\u4ed6\u5011\u80fd\u7522\u51fa\u66f4\u900f\u660e\u7684\u7814\u7a76\u6210\u679c\u3002<\/p>\n<p>\u81f3\u65bc\u9019\u4e9b\u65b9\u6848\u662f\u5426\u8db3\u4ee5\u7522\u751f\u885d\u7834\u56f0\u5883\u7684\u529b\u91cf\uff0c\u6709\u5f85\u6211\u5011\u672a\u4f86\u89c0\u5bdf\u3002<\/p>\n<p>\u76f8\u4f3c\u7684\u5371\u6a5f\uff0c\u5fc3\u7406\u5b78\u9818\u57df\u4ee5\u63d0\u5021\u91cd\u73fe\u7684\u98a8\u6c23\u56de\u61c9<a href=\"#_edn7\" name=\"_ednref7\">[7]<\/a>\u3002\u53d7\u6b64\u555f\u767c\u800c\u65bc2015\u5e74\u8a95\u751f\u7684\u662f\u4eba\u5de5\u667a\u6167\u9818\u57df\u7684ReScience\u671f\u520a\uff0c\u9080\u8acb\u7814\u7a76\u8005\u5011\u5617\u8a66\u91cd\u73fe\u5176\u5b83\u4eba\u7684\u8ad6\u6587\u5167\u5bb9\u3002\u4e0d\u904e\uff0c\u4eba\u5de5\u667a\u6167\u7814\u7a76\u8005\u4f3c\u4e4e\u591a\u534a\u4ecd\u4e0d\u9858\u6307\u51fa\u540c\u884c\u932f\u8aa4\uff0c\u7279\u5225\u662f\u5e74\u8f15\u7814\u7a76\u8005\u5f80\u5f80\u4e0d\u9858\u6709\u610f\u653b\u64ca\u8f03\u8cc7\u6df1\u8005\u3002\u56e0\u6b64\u5118\u7ba1\u6709\u6b64\u671f\u520a\u7684\u5b58\u5728\uff0c\u4eba\u5de5\u667a\u6167\u9818\u57df\u5167\u6aa2\u9a57\u518d\u73fe\u6027\u7684\u52d5\u80fd\u4ecd\u7a0d\u5acc\u4e0d\u8db3\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u7e31\u7136AAAI\u6703\u8b70\u4e0a\u63d0\u51fa\u8a31\u591a\u89e3\u65b9\uff0c\u6216\u8a31\u4ecd\u5982AAAI\u6703\u8b70\u4e0a\u7684Grunderson\u8a8d\u70ba\uff0c\u5fc5\u9808\u6539\u8b8a\u7814\u7a76\u793e\u7fa4\u7684\u6587\u5316\uff0d\uff0d\u8981\u8b93\u7814\u7a76\u8005\u4e0d\u518d\u5c07\u6279\u5224\u6027\u6aa2\u8996\u4ed6\u4eba\u7814\u7a76\u8996\u4f5c\u7f9e\u6065\uff0c\u800c\u662f\u503c\u5f97\u9a55\u50b2\u7684\u8aa0\u5be6\u3002\u7562\u7adf\uff0c\u7814\u7a76\u8005\u5011\u9858\u610f\u8aa0\u5be6\u9762\u5c0d\u81ea\u5df1\u7684\u7814\u7a76\u7d50\u679c\uff0c\u624d\u6709\u52a9\u65bc\u7814\u7a76\u793e\u7fa4\u7684\u4e92\u4fe1\u80fd\u5920\u7dad\u6301\u3002\u5018\u82e5\u5931\u53bb\u4e86\u7814\u7a76\u8005\u9593\u7684\u4e92\u4fe1\uff0c\u7814\u7a76\u9818\u57df\u5982\u4f55\u80fd\u4e0d\u9032\u5165\u5bd2\u51ac\uff1f<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u53c3\u8003\u8cc7\u6599\uff1a<\/strong><br \/>\n<a href=\"#_ednref1\" name=\"_edn1\">[1]<\/a>\u00a0\u00a0\u00a0\u00a0 Alpha Go Zero \u539f\u8ad6\u6587\uff1aMastering the Game of Go without Human Knowledge(2017), David Silver et al., Nature, 2017<br \/>\n<a href=\"#_ednref2\" name=\"_edn2\">[2]<\/a>\u00a0\u00a0\u00a0\u00a0 \u95dc\u65bc\u5fc3\u7406\u5b78\u754c\u7684\u518d\u73fe\u6027\u5371\u6a5f\u53ef\u53c3\u8003\uff1a<a href=\"https:\/\/www.thenewslens.com\/article\/23587\" target=\"_blank\" rel=\"noopener noreferrer\">\u3008270\u79d1\u5b78\u5bb6\u5408\u4f5c\uff0c\u50c5\u80fd\u91cd\u890736%\u5fc3\u7406\u5b78\u5be6\u9a57\u7d50\u679c\u3009<\/a><br \/>\n<a href=\"#_ednref3\" name=\"_edn3\">[3]<\/a>\u00a0\u00a0\u00a0\u00a0 \u5fc3\u7406\u5b78\u754c\u57282011\u5e74\u5f8c\u7684\u56f0\u5883\u53ef\u53c3\u8003\uff1a<a href=\"http:\/\/journals.sagepub.com\/doi\/full\/10.1177\/1745691612465253\" target=\"_blank\" rel=\"noopener noreferrer\">Editors\u2019 Introduction to the Special Section on Replicability in Psychological Science<\/a><br \/>\n<a href=\"#_ednref4\" name=\"_edn4\">[4]<\/a>\u00a0\u00a0\u00a0\u00a0 <a href=\"http:\/\/www.sciencemag.org\/news\/2018\/02\/missing-data-hinder-replication-artificial-intelligence-studies\" target=\"_blank\" rel=\"noopener noreferrer\">Missing data hinder replication of artificial intelligence studies<\/a><br \/>\n<a href=\"#_ednref5\" name=\"_edn5\">[5]<\/a>\u00a0\u00a0\u00a0\u00a0 \u540c4<br \/>\n<a href=\"#_ednref6\" name=\"_edn6\">[6]<\/a>\u00a0\u00a0\u00a0\u00a0<a href=\"https:\/\/www.openml.org\/\" target=\"_blank\" rel=\"noopener noreferrer\"> Open ML\u8a08\u756b\u7684\u9858\u666f<\/a><br \/>\n<a href=\"#_ednref7\" name=\"_edn7\">[7]<\/a>\u00a0\u00a0\u00a0\u00a0 \u540c4<\/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\u4f60\u6216\u8a31\u807d\u904e\uff0c\u4eba\u5de5\u667a\u6167\u7684\u767c\u5c55\u66fe\u7d93\u6b77\u5169\u6b21\u56b4\u51ac\u3002\u5982\u4eca\uff0c\u4eba\u5de5\u667a\u6167\u7814\u7a76\u4f3c\u4e4e\u5df2\u9032\u5165\u7a69\u5065\u4e14\u5feb\u901f\u6210\u9577\u7684\u968e\u6bb5\uff0c\u4ee5\u81f4\u6211\u5011\u6bcf\u9694\u5e7e\u500b\u6708\u5c31\u80fd\u5728\u65b0\u805e\u5a92\u9ad4\u4e0a\u770b\u5230\u91cd\u5927\u7a81\u7834\u3002\u4f8b\u59822016\u5e74\u6a6b\u7a7a\u51fa\u4e16\uff0c\u9678\u7e8c\u64ca\u6557\u4e0d\u53ea\u4e00\u4f4d\u570b\u969b\u7d1a\u9802\u5c16\u68cb\u624b\u7684\u570d\u68cb\u7a0b\u5f0fAlpha Go\u30012017\u5e74\u767b\u5834\u7684\u5beb\u8a69\u6a5f\u5668\u4eba\u5fae\u8edf\u5c0f\u51b0\uff08\u751a\u81f3\u51fa\u7248\u4e86\u500b\u4eba\u8a69\u96c6\uff01\uff09\uff0c\u4e43\u81f3\u65bc\u5f8c\u4f86\u8a95\u751f\u7684Alpha Go\u7d42\u6975\u7248\u672c\uff0d\uff0d\u4e0d\u9700\u9810\u5148\u5beb\u5165\u4efb\u4f55\u570d\u68cb\u76f8\u95dc\u77e5\u8b58\u7684Alpha Go Zero\u3002<br \/>\n\u7136\u800c\uff0c\u4f60\u662f\u5426\u77e5\u9053\uff0c\u7576\u4eca\u770b\u4f3c\u75be\u901f\u767c\u5c55\u7684\u4eba\u5de5\u667a\u6167\u7814\u7a76\uff0c\u5176\u5be6\u96b1\u4f0f\u8457\u4e0d\u5c0f\u7684\u5371\u6a5f\uff1f<\/p>\n","protected":false},"author":20,"featured_media":30560,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293],"tags":[3008,3006],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/03\/pexels-photo-277052.jpeg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/30559"}],"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=30559"}],"version-history":[{"count":2,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/30559\/revisions"}],"predecessor-version":[{"id":31963,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/30559\/revisions\/31963"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/30560"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=30559"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=30559"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=30559"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}