{"id":30764,"date":"2018-05-15T00:33:47","date_gmt":"2018-05-14T16:33:47","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=30764"},"modified":"2018-08-29T17:06:14","modified_gmt":"2018-08-29T09:06:14","slug":"%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e5%8f%af%e8%83%bd%e6%94%b9%e5%af%ab%e9%9b%bb%e5%bd%b1%e5%8f%b2%e5%97%8e%ef%bc%9f%e5%8f%b2%e4%b8%8a%e7%ac%ac%e4%b8%80%e6%89%b9%e7%b4%94%e7%94%b1%e6%96%87%e5%ad%97","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=30764","title":{"rendered":"\u4eba\u5de5\u667a\u6167\u53ef\u80fd\u6539\u5beb\u96fb\u5f71\u53f2\u55ce\uff1f\u53f2\u4e0a\u7b2c\u4e00\u6279\u7d14\u7531\u6587\u5b57\u7522\u751f\u7684\u77ed\u7247"},"content":{"rendered":"<figure id=\"attachment_30765\" aria-describedby=\"caption-attachment-30765\" style=\"width: 450px\" class=\"wp-caption alignleft\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-30765\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/04\/87461451463.jpg\" alt=\"\" width=\"450\" height=\"312\" \/><figcaption id=\"caption-attachment-30765\" class=\"wp-caption-text\">Photo by Jakob Owens on Unsplash<\/figcaption><\/figure>\n<p><strong>\u7de8\u8b6f\uff5c\u9673\u660e\u4f51<\/strong><\/p>\n<p>\u55ae\u7d14\u7531\u6587\u5b57\u751f\u6210\u96fb\u5f71\u662f\u53ef\u80fd\u7684\u55ce\uff1f\u6578\u500b\u6708\u524d\u7f8e\u570b\u675c\u514b\u5927\u5b78\u7684\u7814\u7a76\u5718\u968a\u5728AAAI\u767c\u8868\u4e86\u4e00\u500b\u65b0\u7684\u6a5f\u5668\u5b78\u7fd2\u67b6\u69cb<a href=\"#_edn1\" name=\"_ednref1\">[i]<\/a>\uff1a\u6df7\u5408\u751f\u6210\u5c0d\u6297\u7db2\u8def\uff08Generative Adversarial Network, GAN\uff09\u8207\u8b8a\u5206\u81ea\u7de8\u78bc\u5668\uff08Variational Autoencoder, VAE\uff09\u5169\u7a2e\u6280\u8853\uff0c\u80fd\u5920\u5f9e\u6587\u5b57\u63cf\u8ff0\u4e2d\u751f\u6210\u5168\u65b0\u7684\u77ed\u7247\u3002<\/p>\n<p>\u5728\u6587\u5b57\u65b9\u9762\uff0c\u4eba\u5de5\u667a\u6167\u5df2\u80fd\u5920\u7de8\u8b6f\u65b0\u805e\uff0c<a href=\"#_edn2\" name=\"_ednref2\">[ii]<\/a>\u751a\u81f3\u5beb\u8a69<a href=\"#_edn3\" name=\"_ednref3\">[iii]<\/a>\uff1b\u5728\u97f3\u6a02\u65b9\u9762\uff0c\u4eba\u5de5\u667a\u6167\u5b78\u6703\u4e86\u7de8\u66f2\uff0c\u66f4\u80fd\u5275\u4f5c\u65cb\u5f8b<a href=\"#_edn4\" name=\"_ednref4\">[iv]<\/a>\uff1b\u5728\u5716\u50cf\u65b9\u9762\uff0c\u4eba\u5de5\u667a\u6167\u66f4\u5177\u5099\u591a\u5143\u624d\u83ef\uff0c\u80fd\u5c07\u4efb\u4f55\u5716\u50cf\u8f49\u63db\u6210\u4efb\u4f55\u4e00\u4f4d\u756b\u5bb6\u7684\u98a8\u683c\u3002\u65bc\u662f\uff0c\u4eba\u5de5\u667a\u6167\u8981\u6311\u6230\u7684\u4e0b\u4e00\u500b\u91cc\u7a0b\u7891\uff0c\u6b63\u662f\u96fb\u5f71\u3002\u7522\u751f\u5f71\u7247\u7684\u56f0\u5883\u5728\u65bc\uff0c\u5f71\u7247\u65e2\u548c\u5716\u7247\u4e00\u6a23\u9700\u8981\u597d\u7684\u756b\u8cea\uff0c\u4f46\u66f4\u9032\u4e00\u6b65\u9084\u9700\u8981\u6ce8\u610f\u5230\u756b\u9762\u7684\u9023\u7e8c\u6027\uff0c\u66f4\u9700\u8981\u5340\u5225\u756b\u9762\u4e2d\u7684\u975c\u7269\u8207\u79fb\u52d5\u4e2d\u7684\u7269\u4ef6\uff0c\u675c\u514b\u5927\u5b78\u7684\u7814\u7a76\u5718\u968a\u5c31\u6307\u51fa\u4e86\uff0c\u5408\u6210\u5716\u50cf\u7684\u65b9\u6cd5\u4e0d\u80fd\u76f4\u63a5\u9069\u7528\u65bc\u5408\u6210\u5f71\u50cf\u3002<!--more--><\/p>\n<p>\u95dc\u65bc\u6587\u5b57\u8207\u5f71\u50cf\uff0c\u4ee5\u5f80\u7684\u795e\u7d93\u7db2\u8def\u6a21\u578b\u591a\u534a\u50c5\u91dd\u5c0d\u7531\u5f71\u7247\u7522\u751f\u51fa\u5c0d\u61c9\u7684\u6587\u5b57\u8a3b\u89e3\uff0c\u800c\u6587\u5b57\u751f\u6210\u5f71\u7247\u56e0\u70ba\u9580\u6abb\u76f8\u5c0d\u66f4\u9ad8\uff0c\u56e0\u6b64\u5f88\u5c11\u88ab\u7814\u7a76\u8005\u95dc\u6ce8\u3002\u53e6\u5916\uff0c\u7531\u65bc\u751f\u6210\u5f71\u7247\u96e3\u5ea6\u6975\u9ad8\uff0c\u904e\u53bb\u6210\u529f\u751f\u6210\u8907\u96dc\u5716\u50cf\u7684\u751f\u6210\u5f0f\u6a21\u578b\uff08generative model\uff09\u56e0\u800c\u500d\u53d7\u671f\u8a31\uff0c\u6210\u70ba\u5176\u4e2d\u7684\u95dc\u9375\u89d2\u8272\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u751f\u6210\u5f0f\u6a21\u578b\uff1a\u8b8a\u5206\u81ea\u7de8\u78bc\u5668\u8207\u751f\u6210\u5c0d\u6297\u7db2\u8def<\/strong><\/span><\/p>\n<p>\u751f\u6210\u5f0f\u6a21\u578b\u7684\u76ee\u6a19\u662f\uff0c\u5728\u53ea\u64c1\u6709\u90e8\u4efd\u6578\u64da\u7684\u524d\u63d0\u4e0b\uff0c\u5118\u53ef\u80fd\u5b78\u7fd2\u5230\u7522\u751f\u9019\u7d44\u6578\u64da\u7684\u8907\u96dc\u539f\u59cb\u51fd\u6578\u3002\u9019\u662f\u4ec0\u9ebc\u610f\u601d\u5462\uff1f\u7c21\u55ae\u4f86\u8aaa\uff0c\u5c31\u662f\u8981\u5f9e\u80fd\u89c0\u6e2c\u5230\u7684\u6709\u9650\u6a23\u672c\u4e2d\u5b78\u7fd2\u5230\u96b1\u85cf\u5176\u4e2d\u7684\u6a21\u5f0f\u3002\u6709\u4e86\u9019\u500b\u6a21\u5f0f\uff0c\u6211\u5011\u5c07\u80fd\u5275\u9020\u51fa\u985e\u4f3c\u73fe\u6709\u6a23\u672c\u7684\u65b0\u6a23\u672c\u3002\u8209\u4f8b\u800c\u8a00\uff0c\u5982\u679c\u6211\u5011\u5728\u751f\u6210\u5f0f\u6a21\u578b\u4e2d\u4e1f\u9032\u8a31\u591a\u52d5\u6f2b\u89d2\u8272\u7684\u756b\u50cf\uff0c\u4e00\u500b\u6210\u529f\u7684\u6a21\u578b\u61c9\u8a72\u8981\u80fd\u5920\u7368\u7acb\u5275\u9020\u51fa\u65b0\u7684\u52d5\u6f2b\u89d2\u8272\u3002<\/p>\n<p>\u4e0d\u59a8\u5c31\u628a\u751f\u6210\u5f0f\u6a21\u578b\u60f3\u50cf\u6210\u662f\u5922\u5883\u3002\u5728\u73fe\u5be6\u751f\u6d3b\u4e2d\uff0c\u6211\u5011\u7e3d\u662f\u53ea\u64c1\u6709\u5728\u65e5\u5e38\u751f\u6d3b\u4e2d\u89c0\u5bdf\u5230\u7684\u5c11\u91cf\u7d93\u9a57\uff08\u5c0d\u61c9\u65bc\u73fe\u6709\u7684\u6a23\u672c\uff09\uff0c\u537b\u8981\u9762\u5c0d\u4e00\u500b\u9ad8\u5ea6\u8907\u96dc\u7684\u4e16\u754c\uff08\u5c0d\u61c9\u65bc\u6a23\u672c\u80cc\u5f8c\u96b1\u85cf\u7684\u51fd\u6578\uff09\uff0c\u96a8\u6642\u53ef\u80fd\u9047\u5230\u5148\u524d\u6c92\u6709\u8655\u7406\u904e\u7684\u751f\u6d3b\u60c5\u5883\u4ee5\u81f3\u65bc\u9a5a\u614c\u5931\u63aa\u3002\u90a3\u9ebc\uff0c\u600e\u9ebc\u6a23\u624d\u80fd\u53d6\u5f97\u8db3\u5920\u7684\u7d93\u9a57\u5462\uff1f\u9019\u6642\u5019\u5922\u5883\u5c31\u626e\u6f14\u4e86\u5f9e\u6211\u5011\u7684\u7d93\u9a57\u4e2d\u751f\u6210\u985e\u4f3c\u65bc\u73fe\u5be6\u7d93\u9a57\u7684\u300c\u65b0\u7684\u7d93\u9a57\u300d\u7684\u89d2\u8272\u3002\u5922\u5883\u66ff\u4eba\u5011\u88fd\u9020\u4e86\u8a31\u591a\u76f8\u4f3c\u65bc\u73fe\u5be6\uff0c\u53c8\u4e0d\u540c\u65bc\u771f\u5be6\u767c\u751f\u4e8b\u4ef6\u7684\u7d93\u9a57\uff0c\u8b93\u4eba\u5011\u5f97\u4ee5\u5728\u5922\u4e2d\u6a21\u64ec\u5404\u7a2e\u751f\u6d3b\uff0c\u9810\u5148\u6f14\u7df4\uff0c\u4e5f\u56e0\u6b64\u8a31\u591a\u5922\u5883\u7406\u8ad6\u90fd\u8a8d\u70ba\uff0c\u6a21\u64ec\u73fe\u5be6\u662f\u5922\u5883\u6700\u91cd\u8981\u7684\u529f\u80fd\u3002<\/p>\n<p>\u5728\u751f\u6210\u5f0f\u6a21\u578b\u4e2d\uff0c\u6709\u5169\u985e\u6a21\u578b\u4e00\u76f4\u7372\u5f97\u6700\u591a\u7684\u95dc\u6ce8\uff0c\u5b83\u5011\u5206\u5225\u662f\u300c\u751f\u6210\u5c0d\u6297\u7db2\u8def\u300d\u8207\u300c\u8b8a\u5206\u81ea\u7de8\u78bc\u5668\u300d\u3002\u751f\u6210\u5c0d\u6297\u7db2\u8def\u904b\u7528\u5c0d\u6297\u7684\u6982\u5ff5\u4f86\u8b93\u6574\u500b\u7db2\u8def\u66f4\u597d\u5730\u5b78\u7fd2\uff0c\u5176\u4e2d\uff0c\u4e00\u500b\u7db2\u8def\u8ca0\u8cac\u5f9e\u96a8\u6a5f\u4fe1\u606f\u4e2d\u751f\u6210\u6a23\u672c\uff0c\u53e6\u4e00\u500b\u7db2\u8def\u8ca0\u8cac\u8fa8\u8b58\u9019\u500b\u6a23\u672c\u7684\u771f\u5be6\u7a0b\u5ea6\u3002\u6a5f\u5668\u5b78\u7fd2\u7814\u7a76\u8005\u767c\u73fe\uff0c\u5982\u679c\u4ea4\u66ff\u8a13\u7df4\u9019\u5169\u500b\u7db2\u8def\uff0c\u7d50\u679c\u662f\uff0c\u8ca0\u8cac\u751f\u6210\u7684\u7db2\u8def\u548c\u8ca0\u8cac\u5224\u5225\u7684\u7db2\u8def\u90fd\u6703\u8b8a\u5f97\u76f8\u7576\u5f37\u5927\uff0c\u5c31\u50cf\u4eff\u5192\u756b\u5bb6\u548c\u9451\u5b9a\u5bb6\u6703\u7825\u792a\u5f7c\u6b64\u7684\u6280\u80fd\u4e00\u6a23\u3002\u5982\u6b64\u4e00\u4f86\uff0c\u6700\u5f8c\u6211\u5011\u53ef\u4ee5\u7528\u5176\u4e2d\u7684\u751f\u6210\u7db2\u8def\u4f86\u751f\u6210\u6211\u5011\u60f3\u8981\u7684\u65b0\u7684\u6a23\u672c\u3002<\/p>\n<p>\u800c\u53e6\u4e00\u7a2e\u751f\u6210\u6a21\u578b\u2500\u2500\u8b8a\u5206\u81ea\u7de8\u78bc\u5668\uff0c\u5247\u662f\u7531\u7de8\u78bc\u5668\u8207\u89e3\u78bc\u5668\u5169\u8005\u5408\u4f5c\u7684\u7d50\u679c\u3002\u7de8\u78bc\u5668\u8ca0\u8cac\u5c07\u8f38\u5165\u7684\u6578\u64da\u7de8\u78bc\u70ba\u8f03\u7c21\u55ae\u7684\u8a0a\u606f\uff0c\u89e3\u78bc\u5668\u8ca0\u8cac\u5c07\u8a0a\u606f\u5118\u53ef\u80fd\u9084\u539f\u56de\u539f\u4f86\u7684\u6578\u64da\uff0c\u7d93\u904e\u8a13\u7df4\u4ee5\u5f8c\uff0c\u6700\u7d42\u7684\u89e3\u78bc\u5668\u5c07\u80fd\u5f9e\u4efb\u610f\u7c21\u55ae\u8a0a\u606f\u4e2d\u751f\u6210\u51fa\u4e00\u500b\u7cbe\u7d30\u7684\u6a23\u672c\u3002\u8b93\u6211\u5011\u628a\u9019\u500b\u8a13\u7df4\u7a0b\u5e8f\u60f3\u50cf\u6210\u4f5c\u8005\u548c\u8b80\u8005\u4ea4\u6d41\u7684\u904e\u7a0b\uff0c\u6bcf\u500b\u4f5c\u8005\u90fd\u6703\u5c07\u60f3\u8981\u8868\u9054\u7684\u8907\u96dc\u6982\u5ff5\u653e\u9032\u76f8\u5c0d\u7c21\u55ae\u7684\u6587\u5b57\u5e8f\u5217\u4e2d\uff0c\u4e00\u500b\u8b80\u8005\u5247\u8a66\u5716\u5f9e\u6587\u5b57\u5e8f\u5217\u4e2d\u5118\u53ef\u80fd\u627e\u56de\u4f5c\u8005\u539f\u5148\u4f01\u5716\u8868\u9054\u7684\u6982\u5ff5\uff0c\u4e45\u800c\u4e45\u4e4b\uff0c\u8b80\u904e\u5927\u91cf\u6587\u672c\u4e4b\u5f8c\uff0c\u8b80\u8005\u5c31\u6703\u7372\u5f97\u80fd\u5f9e\u4efb\u4f55\u6587\u5b57\u5e8f\u5217\u4e2d\u9084\u539f\u51fa\u8907\u96dc\u6982\u5ff5\u7684\u80fd\u529b\u3002\u8b8a\u5206\u81ea\u7de8\u78bc\u5668\u8a13\u7df4\u7684\u7d50\u679c\u5c31\u662f\u80fd\u5f9e\u4efb\u610f\u7c21\u55ae\u8a0a\u606f\u4e2d\u751f\u6210\u4e00\u500b\u6211\u5011\u60f3\u8981\u7684\u6a23\u672c\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u4e00\u7a2e\u795e\u7d93\u7db2\u8def\u4e0d\u5920\uff0c\u90a3\u5c31\u591a\u52a0\u5e7e\u7a2e<\/strong><\/span><\/p>\n<p>\u7136\u800c\uff0c\u524d\u8ff0\u5169\u985e\u6a21\u578b\u90fd\u6709\u5404\u81ea\u7684\u7f3a\u9ede\uff0c\u751f\u6210\u5c0d\u6297\u7db2\u8def\u96d6\u7136\u751f\u6210\u6a23\u672c\u7684\u756b\u8cea\u9ad8\uff0c\u4f46\u537b\u6703\u56e0\u70ba\u751f\u6210\u6642\u7684\u81ea\u7531\u5ea6\u904e\u5927\uff0c\u5bb9\u6613\u906d\u9047\u6a21\u5f0f\u5d29\u6f70\uff08mode of collapse\uff09<a href=\"#_edn5\" name=\"_ednref5\">[v]<\/a>\uff0c\u5c0e\u81f4\u751f\u6210\u7684\u6a23\u672c\u4e0d\u518d\u80fd\u53cd\u6620\u539f\u5148\u60f3\u8981\u751f\u6210\u7684\u51fd\u6578\uff0c\u800c\u8b8a\u5206\u81ea\u7de8\u78bc\u5668\u96d6\u7136\u76f8\u5c0d\u7a69\u5b9a\uff0c\u537b\u53c8\u7121\u6cd5\u751f\u6210\u51fa\u6975\u4f73\u756b\u8cea\u3002\u4e00\u7a2e\u795e\u7d93\u7db2\u8def\u4e0d\u5920\uff0c\u675c\u514b\u5927\u5b78\u7814\u7a76\u5718\u968a\u7814\u7a76\u8005\u65bc\u662f\u6c7a\u5b9a\u6df7\u5408\u5169\u7a2e\u6a21\u578b\u3002<\/p>\n<p>\u6587\u5b57\u751f\u6210\u77ed\u7247\u6700\u5927\u7684\u6311\u6230\u5728\u65bc\uff0c\u5982\u679c\u6bcf\u500b\u756b\u9762\u5206\u958b\u751f\u6210\uff0c\u756b\u9762\u4e4b\u9593\u7684\u52d5\u4f5c\u5c31\u6703\u5931\u53bb\u9023\u8cab\u6027;\u76f8\u53cd\u5730\uff0c\u5982\u679c\u8981\u6c42\u6bcf\u500b\u756b\u9762\u4e4b\u9593\u7684\u52d5\u4f5c\u9023\u8cab\uff0c\u5f80\u5f80\u53c8\u96e3\u4ee5\u8b93\u756b\u9762\u7b26\u5408\u6587\u5b57\u63cf\u8ff0\u3002\u70ba\u89e3\u6c7a\u9019\u4e9b\u554f\u984c\uff0c\u675c\u514b\u5927\u5b78\u5718\u968a\u5728\u6a21\u578b\u4e2d\u589e\u52a0\u4e00\u500b\u95dc\u9375\u7684\u6b65\u9a5f\uff0d\uff0d\u6982\u8981\u751f\u6210\uff08gist generation\uff09\u3002\u5148\u7531\u76f8\u5c0d\u7a69\u5b9a\u7684\u8b8a\u5206\u81ea\u7de8\u78bc\u5668\u751f\u6210\u756b\u9762\u6982\u8981\uff0c\u518d\u7531\u751f\u6210\u54c1\u8cea\u9ad8\u7684\u751f\u6210\u5c0d\u6297\u7db2\u8def\u751f\u6210\u5f71\u7247\u3002\u5982\u6b64\u4e00\u4f86\uff0c\u5169\u7a2e\u795e\u7d93\u7db2\u8def\u6a21\u578b\u90fd\u80fd\u767c\u63ee\u5176\u512a\u9ede\uff0c\u7a69\u5b9a\u7684\u6982\u8981\u751f\u6210\u8b93\u751f\u6210\u7684\u756b\u9762\u80fd\u5920\u543b\u5408\u6587\u5b57\u63cf\u8ff0\uff0c\u7d30\u7dfb\u7684\u5f71\u7247\u751f\u6210\u5247\u78ba\u4fdd\u4e86\u751f\u6210\u5f71\u7247\u7684\u54c1\u8cea\u3002<\/p>\n<p>\u6a21\u578b\u904b\u4f5c\u904e\u7a0b\u5982\u4e0b\uff1a\u5148\u5c07\u6587\u5b57\u8f38\u5165\u6982\u8981\u7522\u751f\u5668\uff0c\u8b93\u5176\u7522\u751f\u756b\u9762\u7684\u6982\u7565\u63cf\u8ff0\uff08\u80cc\u666f\u8272\u5f69\u3001\u7269\u4ef6\u4f4d\u7f6e\uff09\uff0c\u9019\u53ef\u4ee5\u78ba\u4fdd\u4e4b\u5f8c\u7684\u756b\u9762\u90fd\u80fd\u5927\u81f4\u7b26\u5408\u6587\u5b57\u63cf\u8ff0\u3002\u63a5\u8457\uff0c\u6982\u8981\u548c\u6587\u5b57\u6558\u8ff0\u6703\u4e00\u8d77\u518d\u88ab\u8f38\u5165\u5f71\u7247\u751f\u6210\u5668\u4e2d\uff0c\u7522\u751f\u5b8c\u6574\u7684\u5f71\u7247\u3002\u6700\u5f8c\uff0c\u7522\u751f\u7684\u5f71\u7247\u518d\u63a5\u4e0a\u5f71\u7247\u5224\u5225\u5668\u3002\u6ce8\u610f\u5728\u9019\u88e1\u7684\u5f71\u7247\u751f\u6210\u5668\u548c\u5f71\u7247\u5224\u5225\u5668\uff0c\u6b63\u597d\u5c31\u5c6c\u65bc\u524d\u9762\u8aaa\u660e\u904e\u7684\u751f\u6210\u5c0d\u6297\u7db2\u8def\u7684\u95dc\u4fc2\u3002\u65bc\u662f\uff0c\u7d93\u904e\u8a13\u7df4\u5f8c\uff0c\u5c31\u53ef\u4ee5\u78ba\u4fdd\u751f\u6210\u7684\u5f71\u7247\u65e2\u80fd\u9075\u5faa\u6587\u5b57\u8981\u6c42\uff0c\u53c8\u64c1\u6709\u8db3\u5920\u826f\u597d\u7684\u756b\u8cea\u3002<\/p>\n<p>\u7136\u800c\uff0c\u5373\u4f7f\u9019\u6a23\u7684\u7814\u7a76\u78ba\u5be6\u70ba\u6a5f\u5668\u5b78\u7fd2\u9818\u57df\u5e36\u4f86\u6975\u5927\u9032\u5c55\uff0c\u76ee\u524d\u8ddd\u96e2\u5177\u9ad4\u7684\u61c9\u7528\u4f3c\u4e4e\u9084\u5f88\u9059\u9060\uff0c\u73fe\u968e\u6bb5\u80fd\u5920\u751f\u6210\u7684\u5f71\u50cf\u985e\u5225\u6975\u70ba\u6709\u9650\uff0c\u5f71\u7247\u898f\u6a21\u4e5f\u4e0d\u5927\uff0c\u50c5\u70ba48x48\u50cf\u7d20\uff0c32\u5e40\u7684\u5c0f\u77ed\u7247\u3002<\/p>\n<p>\u4e0d\u904e\u96fb\u5f71\u53f2\u4e0a\u6700\u65e9\u7684\u96fb\u5f71\u4e5f\u4e0d\u9577\u65bc\u5169\u79d2\uff0c\u518d\u8003\u616e\u5230\u6df1\u5ea6\u5b78\u7fd2\u9019\u5e7e\u5e74\u7684\u98db\u901f\u9032\u5c55\uff0c\u6211\u5011\u6216\u8a31\u53ef\u4ee5\u66f4\u70ba\u6a02\u89c0\u770b\u5f85\u9019\u7a2e\u795e\u7d93\u7db2\u8def\u5f8c\u7e8c\u7684\u9032\u6b65\u3002\u5230\u4e86\u90a3\u4e00\u5929\uff0c\u6216\u8a31\u6211\u5011\u6703\u767c\u73fe\u5230\u9019\u4e9b\u5c0f\u5c0f\u7684\u77ed\u7247\uff0c\u6b63\u662f\u958b\u5275\u4eba\u5de5\u667a\u6167\u96fb\u5f71\u53f2\u7684\u62d3\u8352\u5148\u8072\uff0c\u53e6\u4e00\u6b21\u6a19\u8a18\u4e86\u5168\u65b0\u6642\u4ee3\u7684\u300a\u6717\u5f97\u6d77\u82b1\u5712\u5834\u666f<a href=\"#_edn6\" name=\"_ednref6\">[vi]<\/a>\u300b\u3002\u5982\u679c\u9019\u500b\u67b6\u69cb\u6301\u7e8c\u767c\u5c55\uff0c\u6216\u8a31\u67d0\u5929\u90a3\u4e9b\u5982\u300a\u9b54\u6212\u300b\u3001\u300a\u54c8\u5229\u6ce2\u7279\u300b\u822c\u67b6\u69cb\u9f90\u5927\u7684\u5947\u5e7b\u9b54\u6cd5\u6545\u4e8b\uff0c\u5c07\u4e0d\u518d\u9700\u8981\u4e00\u500b\u5718\u968a\u66e0\u65e5\u8cbb\u6642\u7684\u88fd\u4f5c\uff0c\u5c31\u80fd\u5feb\u901f\u8f49\u70ba\u5927\u9280\u5e55\u4e0a\u64bc\u52d5\u4eba\u5fc3\u7684\u5834\u9762\uff0c\u6211\u5011\u4e5f\u4e0d\u518d\u9700\u8981\u82e6\u7b49\u4e0b\u4e00\u5b63\u300a\u51b0\u8207\u706b\u4e4b\u6b4c\u300b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u8a3b\u89e3\uff1a<\/strong><\/p>\n<p><a href=\"#_ednref1\" name=\"_edn1\">[i]<\/a>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u539f\u59cb\u8ad6\u6587\uff1ahttps:\/\/arxiv.org\/abs\/1710.00421<\/p>\n<p><a href=\"#_ednref2\" name=\"_edn2\">[ii]<\/a>\u00a0\u00a0\u00a0\u00a0\u00a0 <a href=\"https:\/\/buzzorange.com\/techorange\/2017\/11\/01\/jp-ai-reporter-fastalarm\/\">\u4eba\u5de5\u667a\u6167\u7de8\u5beb\u65b0\u805e<\/a><\/p>\n<p><a href=\"#_ednref3\" name=\"_edn3\">[iii]<\/a>\u00a0\u00a0\u00a0\u00a0 \u4eba<a href=\"https:\/\/tw.news.yahoo.com\/%E7%95%B6%E6%A9%9F%E5%99%A8%E4%BA%BA%E6%93%81%E6%9C%89%E8%A9%A9%E7%9A%84%E8%83%BD%E5%8A%9B-%E5%BE%AE%E8%BB%9F%E5%B0%8F%E5%86%B0-%E5%89%B5%E4%BD%9C%E7%AC%AC-%E9%83%A8%E7%94%B1ai%E6%9B%B8%E5%AF%AB%E7%9A%84%E8%A9%A9%E9%9B%86-123017038.html\" target=\"_blank\" rel=\"noopener noreferrer\">\u5de5\u667a\u6167\u5beb\u8a69<\/a><\/p>\n<p><a href=\"#_ednref4\" name=\"_edn4\">[iv]<\/a>\u00a0\u00a0\u00a0\u00a0 <a href=\"http:\/\/www.cup.com.hk\/2018\/03\/28\/ai-music-composer\/\">\u4eba\u5de5\u667a\u6167\u4f5c\u66f2<\/a><\/p>\n<p><a href=\"#_ednref5\" name=\"_edn5\">[v]<\/a>\u00a0\u00a0\u00a0\u00a0\u00a0 \u4e00\u822c\u4f86\u8aaa\uff0cGAN\u9700\u8981\u80fd\u751f\u6210\u51fa\u539f\u59cb\u5206\u4f48\u51fd\u6578\u4e2d\u5b58\u5728\u7684\u5404\u7a2e\u6a21\u5f0f\uff0c\u4f46\u5728\u6a21\u5f0f\u5d29\u6f70\u767c\u751f\u5f8c\uff0cGAN\u7522\u751f\u7684\u6a23\u672c\u6703\u9650\u7e2e\u5728\u55ae\u4e00\u6a21\u5f0f\uff0c\u4f7f\u5f97\u5b83\u53ea\u80fd\u751f\u7522\u4e00\u5806\u975e\u5e38\u76f8\u4f3c\u7684\u6a23\u672c\uff0c\u800c\u4e0d\u80fd\u53cd\u6620\u6574\u500b\u539f\u59cb\u5206\u4f48\u3002<\/p>\n<p><a href=\"#_ednref6\" name=\"_edn6\">[vi]<\/a>\u00a0\u00a0\u00a0\u00a0 \u300a\u6717\u5f97\u6d77\u82b1\u5712\u5834\u666f\u300b\u5df2\u77e5\u6700\u65e9\u7684\u96fb\u5f71\uff0c\u651d\u65bc1888\u5e74\uff0c\u5f71\u7247\u5e40\u6578\u50c524\u5e40\u3002\u53c3\u898b\uff1ahttp:\/\/www.imdb.com\/title\/tt0392728\/<\/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\u55ae\u7d14\u7531\u6587\u5b57\u751f\u6210\u96fb\u5f71\u662f\u53ef\u80fd\u7684\u55ce\uff1f\u6578\u500b\u6708\u524d\u7f8e\u570b\u675c\u514b\u5927\u5b78\u7684\u7814\u7a76\u5718\u968a\u5728AAAI\u767c\u8868\u4e86\u4e00\u500b\u65b0\u7684\u6a5f\u5668\u5b78\u7fd2\u67b6\u69cb[i]\uff1a\u6df7\u5408\u751f\u6210\u5c0d\u6297\u7db2\u8def\uff08Generative Adversarial Network, GAN\uff09\u8207\u8b8a\u5206\u81ea\u7de8\u78bc\u5668\uff08Variational Autoencoder, VAE\uff09\u5169\u7a2e\u6280\u8853\uff0c\u80fd\u5920\u5f9e\u6587\u5b57\u63cf\u8ff0\u4e2d\u751f\u6210\u5168\u65b0\u7684\u77ed\u7247\u3002<\/p>\n","protected":false},"author":20,"featured_media":30765,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293],"tags":[3008,3808,1291,3807,3806,369,3809],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2018\/04\/87461451463.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/30764"}],"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=30764"}],"version-history":[{"count":3,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/30764\/revisions"}],"predecessor-version":[{"id":32001,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/30764\/revisions\/32001"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/30765"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=30764"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=30764"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=30764"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}