{"id":33485,"date":"2019-01-28T00:33:32","date_gmt":"2019-01-27T16:33:32","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=33485"},"modified":"2019-04-10T11:23:41","modified_gmt":"2019-04-10T03:23:41","slug":"%e3%80%90%e6%8e%a2%e7%b4%a220-6%e3%80%91ai%e6%96%bc%e5%90%84%e7%a8%ae%e7%a4%be%e7%be%a4%e7%b6%b2%e8%b7%af%e4%b8%ad%e7%9a%84%e5%b7%a7%e5%a6%99%e6%87%89%e7%94%a8","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=33485","title":{"rendered":"\u3010AI\u5609\u5e74\u83ef\u3011AI\u65bc\u5404\u7a2e\u793e\u7fa4\u7db2\u8def\u4e2d\u7684\u5de7\u5999\u61c9\u7528"},"content":{"rendered":"<p><strong><img fetchpriority=\"high\" decoding=\"async\" class=\"alignleft wp-image-33492\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2019\/01\/20-6-4-pixabay.jpg\" alt=\"\" width=\"450\" height=\"312\" data-wp-pid=\"33492\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2019\/01\/20-6-4-pixabay.jpg 490w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2019\/01\/20-6-4-pixabay-300x208.jpg 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2019\/01\/20-6-4-pixabay-392x272.jpg 392w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2019\/01\/20-6-4-pixabay-130x90.jpg 130w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\u8b1b\u5e2b\uff5c\u6210\u529f\u5927\u5b78\u6578\u64da\u79d1\u5b78\u7814\u7a76\u6240\u52a9\u7406\u6559\u6388 \u674e\u653f\u5fb7<\/strong><br \/>\n<strong>\u5f59\u6574\u64b0\u6587\uff5c\u694a\u4e8e\u8473<\/strong><\/p>\n<p>\u5168\u7403\u8cc7\u8a0a\u7db2(WWW)\u7684\u8a95\u751f\uff0c\u8b93\u6211\u5011\u8207\u4e16\u754c\u66f4\u7dca\u5bc6\u7684\u9023\u7d50\u5728\u4e00\u8d77\u3002\u7121\u8ad6\u662f\u5e73\u6642\u751f\u6d3b\u4e2d\u7684\u81c9\u66f8\u793e\u7fa4\uff0c\u96fb\u5f71\u754c\u6f14\u54e1\u4e4b\u9593\u7684\u5408\u4f5c\u95dc\u4fc2\u3001\u6216\u8005\u662f\u5c08\u5bb6\u5b78\u8005\u5011\u5728\u5b78\u8853\u8ad6\u6587\u7684\u5f15\u7528\uff0c\u5982\u679c\u6211\u5011\u628a\u6bcf\u4e00\u500b\u4eba\u90fd\u8a2d\u5b9a\u6210\u9ede(Node)\uff0c\u4eba\u8207\u4eba\u4e4b\u9593\u7684\u5404\u7a2e\u95dc\u4fc2\u8996\u70ba\u908a(Edge)\uff0c\u90a3\u9ebc\u771f\u5be6\u4e16\u754c\u7684\u7db2\u8def\u7d93\u904e\u8996\u89ba\u5316\u5448\u73fe\u5f8c\uff0c\u5c31\u6703\u5b9b\u5982\u4eba\u985e\u5927\u8166\u88e1\u795e\u7d93\u5143\uff0c\u795e\u7d93\u5143\u5f7c\u6b64\u4e4b\u9593\u9023\u7d50\u6642\u6240\u69cb\u6210\u7684\u5716\u50cf\uff0c\u770b\u4f3c\u4e00\u5718\u6df7\u4e82\u7684\u7db2\u7d61\uff0c\u5be6\u969b\u4e0a\u5b58\u5728\u8457\u67d0\u7a2e\u898f\u5f8b\u8207\u79e9\u5e8f\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u516d\u5ea6\u5206\u96e2\u7684\u4e16\u754c<\/strong><\/span><\/p>\n<p>1967\u5e74\uff0c\u793e\u6703\u5fc3\u7406\u5b78\u5bb6 Stanley Milgram\uff0c\u5229\u7528\u5be6\u9ad4\u4fe1\u4ef6\u905e\u4ea4\u7684\u65b9\u5f0f\uff0c\u5f9eOmaha\u5230Boston\uff0c\u9032\u884c\u4e00\u5834\u300c\u5c0f\u4e16\u754c\u5be6\u9a57\u300d\u3002\u5be6\u9a57\u7d50\u679c\u767c\u73fe\uff0c\u5728296\u5be6\u9a57\u5c0d\u8c61\u4e2d\uff0c\u670964\u4eba\u6210\u529f\u9593\u63a5\u905e\u4ea4\u81f3\u76ee\u6a19\uff0c\u4e5f\u5c31\u662f\u8aaa\uff0c\u4eba\u5011\u5e73\u5747\u53ea\u8981\u900f\u904e6\u500b\u4eba\uff0c\u5c31\u53ef\u4ee5\u548c\u53e6\u5916\u4e00\u500b\u4eba\u6210\u529f\u9023\u7d50\u95dc\u4fc2\u3002\u9664\u5be6\u9ad4\u4fe1\u4ef6\u4ee5\u5916\uff0c\u7db2\u8def\u7db2\u8def\u4e2d\u7684\u5404\u7a2e\u793e\u7fa4\u7db2\u8def\u7684\u6578\u64da\u5206\u6790\u7d50\u679c\u540c\u6a23\u986f\u793a\u8457\u5c0f\u4e16\u754c\u7684\u5b58\u5728\uff0c\u5982E-mail\u3001MSN\u3001Facebook\u7b49\u3002\u9019\u4e9b\u5be6\u9a57\u7d50\u679c\u610f\u5473\u8457\u5c0f\u4e16\u754c\u771f\u7684\u5b58\u5728\uff0c\u5e73\u5747\u53ea\u97004~6\u6b65\u5c31\u80fd\u5920\u9023\u7d50\u7db2\u8def\u4e2d\u7684\u4efb\u610f\u4e8c\u4eba\uff0c\u4e14\u7121\u95dc\u4e4e\u7db2\uf937\u5927\u5c0f\uff0c\u4ed6\u5011\u5b58\u5728\u65bc\u5404\u7a2e\u793e\u7fa4\u7db2\uf937\u4e2d\uff0c\u9019\u96b1\u542b\u4e86\u8cc7\u8a0a\u5f97\u4ee5\u5feb\u901f\u65bc\u793e\u7fa4\u7db2\u8def\u4e2d\u6563\u64ad\uff0c\u4e5f\u90e8\u5206\u89e3\u91cb\u4e86\u7576\u8cc7\u8a0a\u662f\u4e00\u7a2e\u50b3\u67d3\u75c5\uff0c\u5c07\u5f88\u6709\u6a5f\u6703\u5feb\u901f\u4e14\u5ee3\u6cdb\u5730\u5728\u5168\u7403\u64f4\u6563\uff0c\u5176\u80cc\u5f8c\u610f\u7fa9\u503c\u5f97\u6211\u5011\u53cd\u601d\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>&nbsp;\u25cf<\/strong><strong>\u504f\u597d\u4f9d\u9644\u6cd5\u5247<\/strong><\/span><\/p>\n<p>\u7136\u800c\uff0c\u5982\u4f55\u89e3\u91cb\u793e\u7fa4\u7db2\u8def\u5f9e\u4f55\u800c\u4f86\uff1f\u70ba\u4ec0\u9ebc\u6703\u5177\u5099\u5c0f\u4e16\u754c\u7b49\u6027\u8cea\uff1f\u5176\u5be6\u5728AI\u5feb\u901f\u767c\u5c55\u4e4b\u524d\uff0c\u300a\u65b0\u7d04\u8056\u7d93\u30fb\u99ac\u592a\ufa1b\u97f3\u300b\u8207\uf934\u5b50\u7684\u300a\u9053\u5fb7\u7d93\u300b\uff0c\u5169\u672c\u8457\u4f5c\u4e2d\u5c31\u6709\u63ed\u9732\u793e\u7fa4\u7db2\u8def\u5f62\u6210\u80cc\u5f8c\u53ef\u80fd\u5b58\u5728\u7684\u6cd5\u5247\u3002<\/p>\n<p>\u300a\u65b0\u7d04\u8056\u7d93\u30fb\u99ac\u592a\ufa1b\u97f3\u300b\u7b2c13\u7ae0\u7b2c12\u7bc0\uff1a\u300c\u51e1\u6709\u7684\uff0c\u9084\u8981\u52a0\u7d66\u4ed6\uff0c\u53eb\u4ed6\u6709\u9918\uff1b\u51e1\u6c92\u6709\u7684\uff0c\u9023\u4ed6\u6240\u6709\u7684\u4e5f\u8981\u596a\u53bb\u3002\u300d<\/p>\n<p>\uf934\u5b50\u300a\u9053\u5fb7\u7d93\u300b\u7b2c77\u7ae0\uff1a\u300c\u5929\u4e4b\u9053\uff0c\u640d\u6709\u9918\u800c\u88dc\uf967\u8db3\u3002<u>\u4eba\u4e4b\u9053\u5247\uf967\u7136\uff0c\u640d\uf967\u8db3\u4ee5\u5949\u6709\u9918<\/u>\u3002\u5b70\u80fd\u6709\u9918\u4ee5\u5949\u5929\u4e0b\uff0c\u552f\u6709\u9053\u8005\u3002\u300d<\/p>\n<p>\u8209\u4f8b\u4f86\u8aaa\uff0c\u65b0\u9032\u4e00\u500b\u793e\u7fa4\u7db2\u8def\u7684\u4f7f\u7528\u8005\u50be\u5411\u548c\u670b\u53cb\uf969\u591a\u7684\u4eba\u4ea4\u670b\u53cb\uff0c\u50cf\u662f\u7db2\u7d05\u6548\u61c9\u8207\u540d\u4eba\u6548\u61c9\uff0c\u5728\u5beb\u8ad6\u6587\u6642\uff0c\u6211\u5011\u5f15\u7528\u7684\u53c3\u8003\u6587\u737b\u5bb9\u6613\u504f\u5411\u662f\u5f15\u7528\u6b21\uf969\u8f03\u9ad8\u7684\uf941\u6587\uff0c\u5c31\u5982\u540c\u7d93\u6fdf\u5b78\u5bb6 Herbert Simon \u6240\uf96f\u7684\u300c\u5bcc\u8005\u6108\u5bcc\u300d\uff0c\u56e0\u70ba\u4eba\u5011\u4e0d\u77e5\u4e0d\u89ba\u4e2d\u9075\u5f9e\u4e86\u300c\u504f\u597d\u4f9d\u9644\u6cd5\u5247\u300d\u3002\u57fa\u65bc\u504f\u597d\u4f9d\u9644\u6cd5\u5247\uff0c\u6211\u5011\u900f\u904e\u65b0\u7684\u5c0f\u9ede\u532f\u96c6\u52a0\u5165\uff0c\u9ede\u8207\u9ede\u4e4b\u9593\u878d\u5408\u800c\u8f49\u8b8a\u6210\u5927\u7684\u805a\u843d\uff0c\u5982\u6b64\u89e3\u91cb\u4e86\u793e\u7fa4\u7db2\u8def\u7684\u53e6\u4e00\u500b\u91cd\u8981\u6027\u8cea\u300c\u670b\u53cb\u6578\u51aa\u6b21\u6cd5\u5247\u300d\uff0c\u5373\u6975\u5c11\u6578\u4eba\u64c1\u6709\u5f88\u591a\u670b\u53cb\uff0c\u591a\u6578\u4eba\u8a8d\u8b58\u7684\u4eba\u76f8\u5c0d\u5f88\u5c11\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u793e\u7fa4\u7db2\u8def\u4e2d\u7684\u4eba\u5de5\u667a\u6167<\/strong><\/span><\/p>\n<p>\u674e\u653f\u5fb7\u8001\u5e2b\u5c55\u793a\u4ed6\u5011\u5728\u6210\u5927\u7684\u8cc7\u6599\u5de5\u7a0b\u8207\u4eba\u5de5\u667a\u6167\u5be6\u9a57\u5ba4(DEAR Lab)\u61c9\u7528\u4eba\u5de5\u667a\u6167\u65bc\u793e\u7fa4\u7db2\uf937\u7684\u5177\u9ad4\u5be6\u4f8b\uff0c\u53ef\u5206\u70ba\u5169\u5927\u985e\uff0c\u7b2c\u4e00\u985e\u662f\u4ee5\u4eba\u70ba\u4e3b\u7684\u793e\u7fa4\u7db2\uf937 (Homogeneous Networks)\uff0c\u5178\u578bAI\u65bc\u793e\u7fa4\u7db2\uf937\u4e4b\u61c9\u7528\uff0c\u4f8b\u5982\u4f7f\u7528\u8005\u6a19\u7c64\u9810\u6e2c\u8207\u5206\uf9d0\u3001\u63a8\u85a6\u7cfb\u7d71\u3001\u5047\u65b0\u805e\u5075\u6e2c\u3001\u75c5\u6bd2\u5f0f\ufa08\u92b7\u3002\u7b2c\u4e8c\u5927\u985e\u842c\u7269\u7686\u53ef\u8868\u793a\u6210\u7db2\uf937 (Heterogeneous Networks) \uff0cAI\u65bc\u5176\u4e2d\u4e4b\u61c9\u7528\u4f8b\u5982\u6050\u6016\u5206\u5b50\u5075\u6e2c\u3001\u5171\u4eab\u5e33\u865f\u5075\u6e2c\u3001\u500b\u9ad4\ufa08\u70ba\u5074\u5beb\u3001\u611f\u6e2c\u74b0\u5883\u4fdd\u8b77\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u4ee5\u4eba\u70ba\u4e3b\u7684\u793e\u7fa4\u7db2\uf937(Homogeneous Networks)<\/strong><\/span><\/p>\n<p>\u4e00\u3001\u4f7f\u7528\u8005\u6a19\u7c64\u9810\u6e2c\u8207\u5206\uf9d0<\/p>\n<p>\u674e\u8001\u5e2b\u5718\u968a\u6240\u958b\u767c\u7684\u6b64\u9805\u61c9\u7528\uff0c\u5373\u662f\u7528\u5df2\u77e5\u793e\u7fa4\u7db2\uf937\u4e2d\u67d0\u4e9b\u4eba\u7684\u6a19\u7c64\uff0c\u9810\u6e2c\u5176\u4ed6\u672a\u77e5\u6a19\u7c64\u8005\u7684\u6a19\u7c64\u3002\u4f8b\u5982\u4e0b\u5716\uff0c\u793e\u7fa4\u7db2\u8def\u4e2d\u6709\u4e9b\u4f7f\u7528\u8005\u5df2\u78ba\u5b9a\u7f79\u60a3\u67d0\u75be\u75c5\uff08\u85cd\u8272\uff09\uff0c\u6709\u4e9b\u5247\u78ba\u5b9a\u672a\u7f79\u60a3\u8a72\u75be\u75c5\uff08\u7da0\u8272\uff09\uff0c\u900f\u904eAI\u6211\u5011\u80fd\u5920\u9810\u6e2c\u4f7f\u7528\u80056\u865f\u523010\u865f\u7684\u9ed1\u9ede\u662f\u5426\u70ba\u7f79\u75c5\u60a3\u8005\uff0c\u57fa\u672c\u6982\u5ff5\u662f\u900f\u904e\u64f7\u53d6\u793e\u7fa4\u7db2\u8def\u5404\u7a2e\u4f7f\u7528\u8005\u7279\u5fb5\uff08\u4f8b\u5982\u670b\u53cb\u64c1\u6709\u5404\u7a2e\u6a19\u7c64\u4e4b\u5206\u5e03\uff09\uff0c\u4f50\u4ee5\u6a5f\u5668\u5b78\u7fd2\u4e2d\u7684\u975e\u76e3\u7763\u5f0f\u5b78\u7fd2\u65b9\u6cd5\u5f8c\uff0c\u5373\u53ef\u4ee5\u7cbe\u6e96\u7684\u5224\u65b7\u51fa\u54ea\u4e9b\u4eba\u78ba\u5b9a\u7f79\u60a3\u67d0\u7a2e\u75be\u75c5\uff0c\u5982\u5716\u53f3\u6240\u793a\u4f7f\u7528\u80056\u30017\u30019\u88ab\u9810\u6e2c\u70ba\u6c92\u6709\u7f79\u60a3\u8a72\u75be\u75c5\uff0c\u4f7f\u7528\u80058\u820710\u5247\u70ba\u7f79\u75c5\u60a3\u8005\u3002<\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-33491\" src=\"http:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2019\/01\/0102.png\" alt=\"\" width=\"811\" height=\"320\" data-wp-pid=\"33491\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2019\/01\/0102.png 811w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2019\/01\/0102-300x118.png 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2019\/01\/0102-768x303.png 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2019\/01\/0102-800x316.png 800w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2019\/01\/0102-600x237.png 600w\" sizes=\"(max-width: 811px) 100vw, 811px\" \/><\/p>\n<p>\u4e8c\u3001\u63a8\u85a6\u7cfb\u7d71<\/p>\n<p>\u63a8\u85a6\u7cfb\u7d71\u4e3b\u8981\u662f\u9810\u6e2c\u54ea\u4e9b\u300c\u4e92\u52d5\u95dc\u4fc2\u300d\u5728\u672a\uf92d\u6703\u767c\u751f\uff0c\u4f8b\u5982Facebook\u670b\u53cb\u63a8\u85a6\uff0cAI\u7cfb\u7d71\u53ef\u6e96\u78ba\u9810\u6e2c\u51fa\uff0c\u54ea\u4e9b\u4eba\u771f\u7684\u662f\u4f60\u7684\u670b\u53cb\uff0c\u4f46\u4f60\u9084\u6c92\u6709\u52a0\u4ed6\u70ba\u597d\u53cb\uff0c\u6216\u8005\u662f\u4f60\u672a\u4f86\u6709\u6a5f\u6703\u80fd\u548c\u9019\u4f4d\u670b\u53cb\u4e92\u52d5\uff0c\u5176\u80cc\u5f8c\u7684\u57fa\u672c\u60f3\u6cd5\u662f\u8b93\u6a5f\u5668\u53bb\u5b78\u7fd2\u5169\u4f4d\u4f7f\u7528\u8005\u70ba\u4f55\u6703\u5f62\u6210\u670b\u53cb\u95dc\u4fc2\uff0c\u6a5f\u5668\u53ef\u80fd\u5b78\u5230\u4ed6\u5011\u6709\u8a31\u591a\u5171\u540c\u670b\u53cb\u3001\u7d93\u5e38\u51fa\u6c92\u5728\u985e\u4f3c\u7684\u5730\u9ede\u7b49\u7279\u5fb5\u3002\u53e6\u4e00\u9805\u8207\u751f\u6d3b\u606f\u606f\u76f8\u95dc\u7684\u4f8b\u5b50\uff0c\u6b63\u662fNetflix\u96fb\u5f71\u63a8\u85a6\uff0c\u4f9d\u64da\u4f7f\u7528\u8005\u5e73\u6642\u89c0\u770b\u54ea\u4e9b\u5f71\u7247\u7684\u6b77\u53f2\u7d00\u9304\uff0c\u4f50\u4ee5\u8cc7\u6599\u63a2\u52d8\u4e2d\u7684\u5354\u540c\u5f0f\u904e\u6ffe\u65b9\u6cd5\uff0c\u9032\u800c\u9810\u6e2c\u51fa\u4f7f\u7528\u8005\u672a\u4f86\u53ef\u80fd\u611f\u8208\u8da3\u7684\u5f71\u7247\u3002<\/p>\n<p>\u4e09\u3001\u5047\u65b0\u805e\u5075\u6e2c<\/p>\n<p>\u793e\u7fa4\u5a92\u9ad4\u4e2d\uff0c\u5047\u65b0\u805e\u6d41\u7ac4\u7684\u983b\u7387\u8d8a\u8da8\u983b\u7e41\uff0c\u7136\u800c\u6191\u85c9\u8457\u4eba\u8166\u5224\u65b7\u5047\u65b0\u805e\u8207\u5426\uff0c\u662f\u4ef6\u76f8\u7576\u56f0\u96e3\u7684\u4e8b\u3002\u4f8b\u5982\u66fe\u6709\u4e00\u5247\u65b0\u805e\u5beb\u8457\uff1a\u300c\u7f8e\u570b\u79d1\u7f85\u62c9\u591a\u5dde\u7684\u9ea5\u7576\u52de\u9910\u5ef3\uff0c\u8a2d\u7f6e\u4e00\u500b\u5927\u9ebb\u5438\u98df\u5340\u300d\uff0c\u900f\u904e\u5e38\u8b58\u5224\u65b7\uff0c\u7f8e\u570b\u90e8\u5206\u5340\u57df\u5927\u9ebb\u5408\u6cd5\u5316\uff0c\u56e0\u6b64\u9019\u4ef6\u4e8b\u60c5\u770b\u4f3c\u5f88\u5408\u7406\uff0c\u6703\u8b93\u5f88\u591a\u4eba\u6703\u76f8\u4fe1\u9019\u4ef6\u4e8b\u60c5\u662f\u771f\u7684\u3002\u6839\u64da\u7814\u7a76\u986f\u793a\uff0c75%\u4f7f\u7528\u8005\u6703\u5c0d\u5047\u65b0\u805e\u4fe1\u4ee5\u70ba\u771f\u3002\u674e\u8001\u5e2b\u5718\u968a\u6240\u958b\u767c\u7684AI\u7cfb\u7d71\uff0c\u53ef\u4ee5\u6839\u64da\u65b0\u805e\u64f4\u6563\u7d50\u69cb\u3001\u65b0\u805e\u5167\u5bb9\u8207\u7528\u6236\u56de\u8986\u5167\u5bb9\u4f86\u5075\u6e2c\u5047\u65b0\u805e\u8207\u5426\u3002AI\u5b78\u7fd2\u5230\u5047\u65b0\u805e\u7684\u7dda\u7d22\u53ef\u80fd\u5305\u542b\u8f03\u70ba\u6dfa\u77ed\u7684\u793e\u7fa4\u7db2\u8def\u64f4\u6563\u7d50\u69cb\u3001\u8a66\u5716\u8b93\u4eba\u4fe1\u4ee5\u70ba\u771f\u7684\u7528\u5b57\u9063\u8a5e\u3001\u4ee5\u53ca\u4f7f\u7528\u8005\u5c0d\u8a72\u65b0\u805e\u7684\u60c5\u611f\u96a8\u6642\u9593\u7684\u8b8a\u5316\u3002<\/p>\n<p>\u56db\u3001\u75c5\u6bd2\u5f0f\ufa08\u92b7<\/p>\n<p>\u75c5\u6bd2\u5f0f\u884c\u92b7\u6307\u7684\u662f\u516c\u53f8\u900f\u904e\u514d\u8cbb\u8a66\u7528\u54c1\u6216\u6298\u50f9\u5238\u7684\u884c\u92b7\u624b\u6cd5\uff0c\u642d\u914d\u62db\u52df\u5177\u610f\u898b\u9818\u8896\u6548\u679c\u7684\u7a2e\u5b50\u7528\u6236\uff0c\u5728\u4eba\u969b\u7db2\u8def\u4e2d\u9032\u884c\u5411\u670b\u53cb\u63a8\u85a6\u5546\u54c1\uff0c\u4e5f\u5c31\u662f\u6240\u8b02\u7684\u53e3\u7891\u884c\u92b7\uff0c\u4f7f\u5f97\u5546\u54c1\u8cc7\u8a0a\u65bc\u793e\u7fa4\u7db2\u8def\u4e2d\u64f4\u6563\uff0c\u6700\u5927\u5316\u8b93\u5c0d\u8a72\u5546\u54c1\u611f\u8208\u8da3\u4e14\u6709\u610f\u9858\u8cfc\u8cb7\u7684\u4eba\uff0c\u4f86\u9054\u5230\u4fc3\u92b7\u5546\u54c1\u7684\u76ee\u7684\u3002\u674e\u8001\u5e2b\u5718\u968a\u8b93AI\u4ecb\u5165\u75c5\u6bd2\u5f0f\u884c\u92b7\u7684\u65b9\u5f0f\u662f\u5f9e\u4f7f\u7528\u8005\u904e\u53bb\u8cbc\u6587\u5167\u5bb9\u8207\u5206\u4eab\u6b77\u7a0b\u4e2d\uff0c\u5b78\u7fd2\u51fa\u6bcf\u4f4d\u4f7f\u7528\u8005\u611f\u8208\u8da3\u7684\u5546\u54c1\u4e3b\u984c\uff0c\u9032\u800c\u9810\u6e2c\u6bcf\u4f4d\u7528\u6236\u7684\u793e\u7fa4\u5f71\u97ff\u529b\uff0c\u5373\u80fd\u5438\u5f15\u591a\u5c11\u4eba\u524d\u4f86\u8cfc\u8cb7\u8a72\u5546\u54c1\uff0c\u8b93\u516c\u53f8\u80fd\u5728\u6709\u9650\u9810\u7b97\u4e0b\uff0c\u62db\u52df\u6700\u6709\u5f71\u97ff\u529b\u7684\u7528\u6236\u4f5c\u70ba\u610f\u898b\u9818\u8896\uff0c\u4f86\u6700\u5927\u5316\u75c5\u6bd2\u5f0f\u884c\u92b7\u7684\u6548\u76ca\u3002<\/p>\n<p><span style=\"color: #008080;\"><strong>\u25cf\u842c\u7269\u7686\u53ef\u8868\u793a\u6210\u7db2\uf937(Heterogeneous Networks)<\/strong><\/span><\/p>\n<p>\u4e00\u3001\u6050\u6016\u5206\u5b50\u5075\u6e2c\u2014\u2014\uf962\u5e38\ufa08\u70ba\u5075\u6e2c<\/p>\n<p>\u60f3\u627e\u51fa\u6050\u6016\u5206\u5b50\uff0c\u5fc5\u9808\u5148\u601d\u8003\u6050\u6016\u5206\u5b50\u8ddf\u4e00\u822c\u7f6a\u72af\u5728\u884c\u70ba\u4e0a\u6709\u4f55\u4e0d\u540c\u4e4b\u8655\uff0c\u63db\u6210\u53e6\u4e00\u7a2e\u8cc7\u6599\uff0c\u5728 IMDB\u96fb\u5f71\u7db2\uf937\u4e2d\uff0c\u77e5\u540d\u5973\u6f14\u54e1\u6885\u683c\u840a\u6069(Meg Ryan)\u548c\u5176\u4ed6\uf981\u6f14\u54e1\u6bd4\u8d77\uf92d\u6709\u4f55\u7279\u5225\u4e4b\u8655\uff1f\u9996\u5148\uff0c\u6211\u5011\u8981\u8996\u89ba\u5316\u6885\u683c\u840a\u6069\u793e\u7fa4\u7db2\uf937\uff0c\u674e\u8001\u5e2b\u5718\u968a\u900f\u904eAI\u53bb\u5206\u6790\uff0c\u5340\u5206\u51fa\u6885\u683c\u840a\u6069\u7684\u6b63\u5e38\ufa08\u70ba\u8207\u7570\u5e38\u884c\u70ba\uff0c\u7d50\u679c\u767c\u73fe\u6885\u683c\u840a\u6069\u9019\u4f4d\u5973\u6f14\u54e1\u5f88\u559c\u6b61\u6f14\u7ffb\u62cd\u7684\u96fb\u5f71\uff0c\u5982\u679c\u53ea\u6191\u85c9\u8089\u773c\u89c0\u5bdf\uff0c\u6211\u5011\u5f88\u96e3\u767c\u73fe\u5176\u4e2d\u7684\u5dee\u7570\u3002\u540c\u7406\uff0c\u5728\u4e00\u500b\u72af\u7f6a\u7db2\u8def\u4e2d\uff0c\u88e1\u9762\u5f88\u53ef\u80fd\u593e\u5e36\u5de8\u91cf\u4e14\u8907\u96dc\u7684\u500b\u9ad4\u884c\u70ba\u8cc7\u8a0a\uff0c\u6211\u5011\u53ef\u4ee5\u900f\u904eAI\u81ea\u52d5\u8fa8\u8b58\u51fa\u500b\u9ad4\u5728\u7db2\u8def\u4e2d\u7684\u7570\u5e38\u884c\u70ba\uff0c\u82e5\u4e00\u7f6a\u72af\u4e4b\u884c\u70ba\u8207\u5176\u4ed6\u4eba\u6bd4\u8d77\u4f86\u5f88\u4e0d\u540c\uff0c\u90a3\u9ebc\u4ed6\u662f\u6050\u6016\u4efd\u5b50\u7684\u53ef\u80fd\u6027\u61c9\u8a72\u4e0d\u4f4e\u3002<\/p>\n<p>\u4e8c\u3001\u5171\u4eab\u5e33\u865f\u5075\u6e2c<\/p>\n<p>\u9808\u4ed8\u8cbb\u7dda\u4e0a\u591a\u5a92\u9ad4\u670d\u52d9\u5982KKBOX\u8207Spotify\u90fd\u6709\u591a\u4eba\u5171\u4eab\u5e33\u865f\u7684\u554f\u984c\uff0c\u4ee5\u5f80\u6211\u5011\u53ea\u80fd\u4ee5\u5e33\u865f\u7684\u89d2\u5ea6\u53bb\u5206\u6790\u4f7f\u7528\u8005\u7684\u559c\u597d\uff0c\u9032\u800c\u63a8\u85a6\u8a72\u5e33\u865f\u97f3\u6a02\uff0c\u4f46\u4e00\u500b\u5e33\u865f\u4e0b\u82e5\u5b58\u5728\u591a\u4f4d\u4e0d\u540c\u97f3\u6a02\u504f\u597d\u7684\u4f7f\u7528\u8005\uff0c\u5c07\u4f7f\u5f97\u97f3\u6a02\u63a8\u85a6\u7684\u4f7f\u7528\u8005\u7d93\u9a57\u5927\u5e45\u4e0b\u964d\u3002\u674e\u8001\u5e2b\u5718\u968a\u900f\u904eAI\u5f9e\u6bcf\u4e00\u5e33\u865f\u4e4b\u97f3\u6a02\u8046\u807d\u6b77\u7a0b\u4e2d\uff0c\u81ea\u52d5\u5075\u6e2c\u54ea\u4e9b\u5e33\u865f\u6709\u591a\u4eba\u5171\u4eab\uff0c\u9810\u6e2c\u4e00\u500b\u5171\u4eab\u5e33\u865f\u6709\u5e7e\u500b\u4eba\u5171\u4eab\uff0c 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border=\"0\"><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u25a0\u5168\u7403\u8cc7\u8a0a\u7db2(WWW)\u7684\u8a95\u751f\uff0c\u8b93\u6211\u5011\u8207\u4e16\u754c\u66f4\u7dca\u5bc6\u7684\u9023\u7d50\u5728\u4e00\u8d77\u3002\u7121\u8ad6\u662f\u5e73\u6642\u751f\u6d3b\u4e2d\u7684\u81c9\u66f8\u793e\u7fa4\uff0c\u96fb\u5f71\u754c\u6f14\u54e1\u4e4b\u9593\u7684\u5408\u4f5c\u95dc\u4fc2\u3001\u6216\u8005\u662f\u5c08\u5bb6\u5b78\u8005\u5011\u5728\u5b78\u8853\u8ad6\u6587\u7684\u5f15\u7528\uff0c\u5982\u679c\u6211\u5011\u628a\u6bcf\u4e00\u500b\u4eba\u90fd\u8a2d\u5b9a\u6210\u9ede(Node)\uff0c\u4eba\u8207\u4eba\u4e4b\u9593\u7684\u5404\u7a2e\u95dc\u4fc2\u8996\u70ba\u908a(Edge)\uff0c\u90a3\u9ebc\u771f\u5be6\u4e16\u754c\u7684\u7db2\u8def\u7d93\u904e\u8996\u89ba\u5316\u5448\u73fe\u5f8c\uff0c\u5c31\u6703\u5b9b\u5982\u4eba\u985e\u5927\u8166\u88e1\u795e\u7d93\u5143\uff0c\u795e\u7d93\u5143\u5f7c\u6b64\u4e4b\u9593\u9023\u7d50\u6642\u6240\u69cb\u6210\u7684\u5716\u50cf\uff0c\u770b\u4f3c\u4e00\u5718\u6df7\u4e82\u7684\u7db2\u7d61\uff0c\u5be6\u969b\u4e0a\u5b58\u5728\u8457\u67d0\u7a2e\u898f\u5f8b\u8207\u79e9\u5e8f\u3002<\/p>\n","protected":false},"author":20,"featured_media":33492,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3293,3992],"tags":[2535,4141,4140],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2019\/01\/20-6-4-pixabay.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/33485"}],"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=33485"}],"version-history":[{"count":5,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/33485\/revisions"}],"predecessor-version":[{"id":33655,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/33485\/revisions\/33655"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/33492"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=33485"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=33485"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=33485"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}