{"id":8493,"date":"2016-11-16T01:00:00","date_gmt":"2016-11-15T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/%swarma-paper%\/"},"modified":"2018-12-06T00:48:03","modified_gmt":"2018-12-05T16:48:03","slug":"%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e5%be%81%e6%9c%8d%e5%a4%8d%e6%9d%82%e6%80%a7-%e6%b7%b1%e5%ba%a6%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e8%af%bb%e4%b9%a6%e4%bc%9a%e7%ac%ac1","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=8493","title":{"rendered":"\u6df1\u5ea6\u5b66\u4e60\u5f81\u670d\u590d\u6742\u6027 | \u6df1\u5ea6\u201c\u6df1\u5ea6\u5b66\u4e60\u201d\u8bfb\u4e66\u4f1a\u7b2c1\u671f\u7b14\u8bb0\u968f\u60f3"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<section style=\"box-sizing: border-box; background-color: white;\">\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<p style=\"box-sizing: border-box; margin-bottom: 15px;\"><img    style=\"width: 100%; height: auto;\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534234194.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><span style=\"line-height: 2em; white-space: pre-wrap; font-size: 14px;\">\u5c3d\u7ba1\u590d\u6742\u6027\u79d1\u5b66\u4e00\u76f4\u5728\u8ffd\u6c42\u4e00\u5927\u7c7b\u7ec8\u6781\u95ee\u9898\u7684\u7b54\u6848\uff0c\u5982\u751f\u547d\u7684\u8d77\u6e90\u3001\u590d\u6742\u6027\u7684\u8d77\u6e90\u7b49\u3002\u4f46\u5176\u5b9e\u5b83\u7684\u53d1\u5c55\u5b8c\u5168\u662f\u7814\u7a76\u65b9\u6cd5\u9a71\u52a8\u7684\u3002\u4f8b\u5982\u5728\u8ba1\u7b97\u673a\u51fa\u73b0\u4e4b\u524d\uff0c\u4eba\u4eec\u662f\u7528\u54f2\u5b66\u601d\u8fa8\u548c\u6570\u5b66\u65b9\u7a0b\u6765\u7814\u7a76\u590d\u6742\u7cfb\u7edf\uff1b\u5230\u4e8690\u5e74\u4ee3\uff0c\u5723\u5854\u83f2\u5b66\u6d3e\u5174\u8d77\uff0c\u591a\u4e3b\u4f53\u4eff\u771f\u3001\u590d\u6742\u81ea\u9002\u5e94\u7cfb\u7edf\u65b9\u6cd5\u5e2d\u5377\u4e86\u5404\u4e2a\u7814\u7a76\u9886\u57df\uff1b2000\u5e74\u4ee5\u540e\uff0c\u590d\u6742\u7f51\u7edc\u5d1b\u8d77\uff0c\u5c0f\u4e16\u754c\u548c\u65e0\u6807\u5ea6\u4ee5\u53ca\u5404\u5f0f\u5404\u6837\u7684\u7f51\u7edc\u5206\u6790\u6e17\u900f\u5230\u4e86\u590d\u6742\u6027\u7814\u7a76\u7684\u5404\u4e2a\u89d2\u843d\uff1b\u5230\u4e862010\u5e74\u4ee5\u540e\uff0c\u57fa\u4e8e\u5927\u6570\u636e\u7684\u590d\u6742\u6027\u7814\u7a76\u548c\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\uff08computational social science\uff09\u5f00\u59cb\u5174\u8d77\u3002<\/span><strong style=\"line-height: 2em; white-space: pre-wrap; font-size: 14px; box-sizing: border-box;\">\u90a3\u4e48\uff0c\u7ad9\u57282016\u5e74\u7684\u672b\u7aef\u5c55\u671b\u672a\u6765\uff0c\u4e0b\u4e00\u6ce2\u7684\u70ed\u6f6e\u5c06\u4f1a\u662f\u4ec0\u4e48\u5462\uff1f\u6709\u6ca1\u6709\u53ef\u80fd\u662f\u5f15\u9886\u5de5\u4e1a\u754c\u9769\u547d\u7684\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5462\uff1f<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<p style=\"box-sizing: border-box; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u5b9e\u9645\u4e0a\uff0c\u5c06\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5f15\u5165\u590d\u6742\u6027\u79d1\u5b66\u7814\u7a76\u5df2\u7ecf\u6709\u4e86\u5927\u91cf\u7684\u7814\u7a76\u6848\u4f8b\u3002\u4f8b\u5982\uff0c\u6700\u8fd1Science\u4e0a\u53d1\u8868\u4e86\u4e00\u7bc7\u201c\u7528\u9065\u611f\u548c\u536b\u661f\u6570\u636e\u7ed3\u5408\u6765\u9884\u6d4b\u8d2b\u56f0\u201d\u7684\u7814\u7a76\u5c31\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u5178\u8303<\/span><span style=\"font-size: 10px;\">\u30101\u3011<\/span><span style=\"font-size: 14px;\">\u3002\u6765\u81ea\u65af\u5766\u798f\u5927\u5b66\u7684\u4e00\u4e2a\u56e2\u961f<\/span><strong style=\"font-size: 14px; box-sizing: border-box;\">\u5229\u7528\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u6210\u529f\u9884\u6d4b\u4e86\u975e\u6d32\u5730\u533a\u7684\u8d2b\u56f0<\/strong><span style=\"font-size: 14px;\">\uff0c\u8fd9\u4e00\u7814\u7a76\u4e0d\u4ec5\u89e3\u51b3\u4e86\u56f0\u6270\u4e86\u793e\u4f1a\u5b66\u5bb6\u4eec\u6570\u5341\u5e74\u7684\u5927\u95ee\u9898\uff0c\u800c\u4e14\u4e5f\u6253\u5f00\u4e86\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\u6e17\u900f\u8fdb\u793e\u4f1a\u590d\u6742\u6027\u7814\u7a76\u7684\u4e00\u4e2a\u65b0\u7a97\u53e3\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" margin-top: 10px; margin-bottom: 10px; text-align: center; line-height: 1;  box-sizing: border-box; \">\n<section class=\"\" style=\"display: inline-block; vertical-align: top; box-sizing: border-box;\"><span style=\"width: 0px; display: inline-block; opacity: 0.6; border-left-width: 0.6em; border-left-style: solid; border-left-color: rgb(249, 110, 87); border-top-width: 0.5em !important; border-top-style: solid !important; border-top-color: transparent !important; border-bottom-width: 0.5em !important; border-bottom-style: solid !important; border-bottom-color: transparent !important; box-sizing: border-box;\"> <\/span><span style=\"width: 0px; display: inline-block; border-left-width: 0.6em; border-left-style: solid; border-left-color: rgb(249, 110, 87); border-top-width: 0.5em !important; border-top-style: solid !important; border-top-color: transparent !important; border-bottom-width: 0.5em !important; border-bottom-style: solid !important; border-bottom-color: transparent !important; box-sizing: border-box;\"> <\/span> <\/section>\n<section class=\"\" style=\"display: inline-block; vertical-align: top; line-height: 1.2; padding-left: 3px; padding-right: 3px; color: rgb(33, 30, 30); box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\">\u7528\u6df1\u5ea6\u5b66\u4e60\u9884\u6d4b\u8d2b\u56f0<\/strong><\/section>\n<\/section>\n<section class=\"\" style=\"display: inline-block; vertical-align: top; box-sizing: border-box;\"><span style=\"width: 0px; display: inline-block; border-right-width: 0.6em; border-right-style: solid; border-right-color: rgb(249, 110, 87); border-top-width: 0.5em !important; border-top-style: solid !important; border-top-color: transparent !important; border-bottom-width: 0.5em !important; border-bottom-style: solid !important; border-bottom-color: transparent !important; box-sizing: border-box;\"> <\/span><span style=\"width: 0px; display: inline-block; opacity: 0.6; border-right-width: 0.6em; border-right-style: solid; border-right-color: rgb(249, 110, 87); border-top-width: 0.5em !important; border-top-style: solid !important; border-top-color: transparent !important; border-bottom-width: 0.5em !important; border-bottom-style: solid !important; border-bottom-color: transparent !important; box-sizing: border-box;\"> <\/span> <\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 10px; margin-bottom: 10px;  box-sizing: border-box; \"><img style=\"max-width: 100%; vertical-align: middle; box-sizing: border-box;\" class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534234195.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"font-size: 12px; box-sizing: border-box;\">\n<p style=\"text-align: center; box-sizing: border-box; margin-bottom: 15px;\"><span style=\"color: rgb(255, 202, 0); box-sizing: border-box;\">\u7528\u6df1\u5ea6\u5b66\u4e60\u548c\u9065\u611f\u6570\u636e\u9884\u6d4b\u975e\u6d32\u8d2b\u56f0\u7684Science\u6587\u7ae0\uff08\u5de6\uff09\uff0c\u4ee5\u53ca\u540c\u671f\u520a\u767b\u7684\u8bc4\u8ff0\u6587\u7ae0<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"font-size: 14px; box-sizing: border-box;\">\n<p style=\"box-sizing: border-box; margin-bottom: 15px; line-height: 2em;\">\u95ee\u9898\u7684\u80cc\u666f\u662f\u8fd9\u6837\u7684\uff1a\u975e\u6d32\u7684\u8d2b\u56f0\u95ee\u9898\u957f\u671f\u5f97\u4e0d\u5230\u89e3\u51b3\uff0c\u8fd9\u5e76\u4e0d\u662f\u56e0\u4e3a\u7f3a\u4e4f\u6765\u81ea\u53d1\u8fbe\u5730\u533a\u7684\u8d44\u52a9\uff0c\u800c\u662f\u56e0\u4e3a\u6ca1\u6709\u7cbe\u786e\u7684\u8d2b\u56f0\u6570\u636e\u3002\u8fd9\u5c31\u4f7f\u5f97\u5bf9\u975e\u6d32\u7684\u5927\u91cf\u6295\u8d44\u6ca1\u6709\u8fbe\u5230\u9700\u8981\u6551\u52a9\u7684\u5730\u533a\uff0c\u800c\u5168\u90e8\u843d\u5165\u4e86\u5bcc\u4eba\u548c\u8d2a\u5b98\u7684\u8170\u5305\u91cc\uff0c\u4ece\u800c\u5bfc\u81f4\u4e86\u66f4\u5927\u89c4\u6a21\u7684\u8d2b\u5bcc\u5dee\u8ddd\u3002\u4e8e\u662f\uff0c\u4eba\u4eec\u60f3\u5230\u4e86\u5229\u7528\u536b\u661f\u62cd\u6444\u5230\u7684\u591c\u5149\u6570\u636e\u6765\u9884\u6d4b\u5730\u533a\u7684\u8d2b\u56f0\uff0c\u56e0\u4e3a\u8d8a\u5bcc\u6709\u7684\u5730\u533a\uff0c\u901a\u5e38\u591c\u95f4\u706f\u5149\u7684\u4eae\u5ea6\u4e5f\u8d8a\u9ad8\u3002<\/p>\n<p style=\"box-sizing: border-box; margin-bottom: 15px; line-height: 2em;\">\u4f46\u662f\uff0c\u8fd9\u4e2a\u7ed3\u8bba\u53cd\u8fc7\u6765\u5374\u4e0d\u6210\u7acb\uff0c\u5e76\u4e0d\u662f\u8bf4\u8d8a\u8d2b\u7a77\u7684\u5730\u533a\u706f\u5149\u8d8a\u6697\u3002\u4e8b\u5b9e\u4e0a\uff0c\u7814\u7a76\u4eba\u5458\u4ece\u4e00\u7247\u9ed1\u8272\u533a\u57df\u4e2d\u5b8c\u5168\u533a\u5206\u4e0d\u51fa\u65e0\u4eba\u5c45\u4f4f\u7684\u6c99\u6f20\uff0c\u8fd8\u662f\u8d2b\u56f0\u5f97\u8fde\u706f\u90fd\u7528\u4e0d\u8d77\u7684\u6751\u5e84\u3002\u600e\u4e48\u529e\u5462\uff1f<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 10px; margin-bottom: 10px;  box-sizing: border-box; \"><img style=\"max-width: 100%; vertical-align: middle; box-sizing: border-box;\" class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534234195.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"text-align: center; font-size: 12px; box-sizing: border-box;\">\n<p style=\"box-sizing: border-box; margin-bottom: 15px;\"><span style=\"color: rgb(255, 202, 0); box-sizing: border-box;\">\u56fe1 \u590d\u6742\u7684\u8bad\u7ec3\u7ba1\u9053\uff0c\u4e0a\u9762\u7684\u6d41\u7a0b\u4e3a\u8f93\u5165\u4e00\u5757\u533a\u57df\u7684\u536b\u661f\u9065\u611f\u6570\u636e\uff0c\u6765\u9884\u6d4b\u540c\u4e00\u533a\u57df\u7684\u591c\u5149\u660e\u4eae\u5ea6\uff0c\u4ece\u800c\u8bad\u7ec3\u4e00\u4e2a\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u4ee5\u83b7\u5f97\u9065\u611f\u6570\u636e\u4e2d\u7684\u7279\u5f81\u3002\u4e0b\u56fe\u6240\u793a\u4e3a\uff1a\u5c06\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u8fdb\u884c\u8fc1\u79fb\uff0c\u518d\u914d\u5408\u4e0a\u5c11\u91cf\u7684\u8d2b\u56f0\u8c03\u67e5\u6570\u636e\u4f5c\u4e3a\u6807\u7b7e\uff0c\u8bad\u7ec3\u4e00\u4e2a\u666e\u901a\u7684\u795e\u7ecf\u7f51\u7edc\u3002\u6700\u7ec8\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff0b\u666e\u901a\u7f51\u7edc\u5c31\u53ef\u4ee5\u6839\u636e\u8f93\u5165\u56fe\u7247\u6765\u9884\u6d4b\u5730\u533a\u8d2b\u56f0\u3002\u6458\u81ea\uff1a\u6587\u732e2<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"font-size: 14px; box-sizing: border-box;\">\n<p style=\"box-sizing: border-box; margin-bottom: 15px; line-height: 2em;\">\u65af\u5766\u798f\u7684\u8fd9\u4e2a\u7814\u7a76\u56e2\u961f\u5de7\u5999\u5730\u5c06<strong>\u53e6\u4e00\u79cd\u9ad8\u7cbe\u5ea6\u3001\u9ad8\u8d28\u91cf\u7684\u536b\u661f\u9065\u611f\u56fe\u50cf\u6570\u636e\u8bad\u7ec3\u4e00\u4e2a\u6df1\u5ea6\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08Convoluational Neural Network, CNN\uff09\uff0c<\/strong>\u4ee5\u9884\u6d4b\u540c\u533a\u57df\u7684\u591c\u5149\u6570\u503c\u5927\u5c0f\u3002\u4f46\u8fd9\u6837\u505a\u7684\u76ee\u6807\u5e76\u4e0d\u771f\u7684\u4e3a\u4e86\u9884\u6d4b\u591c\u5149\uff0c\u800c\u662f\u4e3a\u4e86\u63d0\u53d6\u9065\u611f\u56fe\u50cf\u6570\u636e\u4e2d\u7684\u7279\u5f81\uff08\u4f8b\u5982\u8857\u9053\u3001\u5c4b\u9876\u7b49\uff09\u3002\u7136\u540e\uff0c\u518d\u5229\u7528\u8fd9\u4e9b\u7279\u5f81\u4f5c\u4e3a\u8f93\u5165\uff0c\u4ee5\u53ca\u5c11\u6570\u91c7\u6837\u70b9\u7684\u8d2b\u56f0\u8c03\u67e5\u6570\u636e\u4f5c\u4e3a\u6807\u7b7e\uff0c\u4e00\u8d77\u6765\u8bad\u7ec3\u4e00\u4e2a\u666e\u901a\u7684\u795e\u7ecf\u7f51\u7edc\u3002\u6700\u7ec8\uff0c\u5582\u7ed9\u8fd9\u4e2a\u7f51\u7edc\u4e00\u5f20\u8857\u666f\u5730\u56fe\uff0c\u5b83\u5c31\u53ef\u4ee5\u9ad8\u7cbe\u5ea6\u5730\u9884\u6d4b\u8be5\u5730\u533a\u7684\u8d2b\u56f0\u7a0b\u5ea6\u3002\u5c31\u8fd9\u6837\uff0c\u8fd9\u4e2a\u7ec4\u4f7f\u7528\u4e86\u975e\u5e38\u5148\u8fdb\u7684\u8fc1\u79fb\u5b66\u4e60\u6280\u672f\uff0c\u4ee5\u53ca\u590d\u6742\u7684\u673a\u5668\u5b66\u4e60\u8bad\u7ec3\u7ba1\u9053\uff08pipeline\uff09\uff0c\u5bf9\u5c40\u90e8\u8d2b\u56f0\u7a0b\u5ea6\u8fdb\u884c\u4e86\u8f83\u9ad8\u7cbe\u5ea6\u7684\u9884\u4f30\uff08\u5982\u56fe1\uff09\u3002<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" margin-top: 10px; margin-bottom: 10px; text-align: center; line-height: 1;  box-sizing: border-box; \">\n<section class=\"\" style=\"display: inline-block; vertical-align: top; box-sizing: border-box;\"><span style=\"width: 0px; display: inline-block; opacity: 0.6; border-left-width: 0.6em; border-left-style: solid; border-left-color: rgb(249, 110, 87); border-top-width: 0.5em !important; border-top-style: solid !important; border-top-color: transparent !important; border-bottom-width: 0.5em !important; border-bottom-style: solid !important; border-bottom-color: transparent !important; box-sizing: border-box;\"> <\/span><span style=\"width: 0px; display: inline-block; border-left-width: 0.6em; border-left-style: solid; border-left-color: rgb(249, 110, 87); border-top-width: 0.5em !important; border-top-style: solid !important; border-top-color: transparent !important; border-bottom-width: 0.5em !important; border-bottom-style: solid !important; border-bottom-color: transparent !important; box-sizing: border-box;\"> <\/span> <\/section>\n<section class=\"\" style=\"display: inline-block; vertical-align: top; line-height: 1.2; padding-left: 3px; padding-right: 3px; box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\">\u6df1\u5ea6\u5b66\u4e60\u4e0e\u591a\u4e3b\u4f53\u5efa\u6a21<\/strong><\/section>\n<\/section>\n<section class=\"\" style=\"display: inline-block; vertical-align: top; box-sizing: border-box;\"><span style=\"width: 0px; display: inline-block; border-right-width: 0.6em; border-right-style: solid; border-right-color: rgb(249, 110, 87); border-top-width: 0.5em !important; border-top-style: solid !important; border-top-color: transparent !important; border-bottom-width: 0.5em !important; border-bottom-style: solid !important; border-bottom-color: transparent !important; box-sizing: border-box;\"> <\/span><span style=\"width: 0px; display: inline-block; opacity: 0.6; border-right-width: 0.6em; border-right-style: solid; border-right-color: rgb(249, 110, 87); border-top-width: 0.5em !important; border-top-style: solid !important; border-top-color: transparent !important; border-bottom-width: 0.5em !important; border-bottom-style: solid !important; border-bottom-color: transparent !important; box-sizing: border-box;\"> <\/span> <\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"font-size: 14px; box-sizing: border-box;\">\n<p style=\"box-sizing: border-box; margin-bottom: 15px; line-height: 2em;\">\u591a\u4e3b\u4f53\u5efa\u6a21\u662f\u590d\u6742\u7cfb\u7edf\u4e00\u79cd\u975e\u5e38\u666e\u904d\u800c\u6709\u6548\u7684\u7814\u7a76\u65b9\u5f0f\u3002\u6211\u4eec\u5c06\u7cfb\u7edf\u7406\u89e3\u4e3a\u5927\u91cf\u4e2a\u4f53\u9075\u5faa\u7b80\u5355\u7684\u76f8\u4e92\u4f5c\u7528\u89c4\u5219\u800c\u5f62\u6210\u7684\u6574\u4f53\u3002\u4f8b\u5982\uff0c\u5f53\u6211\u4eec\u5206\u6790\u4eba\u7fa4\u7684\u96c6\u4f53\u884c\u4e3a\u65f6\uff0c\u53ef\u4ee5\u5bf9\u6bcf\u4e00\u4e2a\u4e2a\u4f53\u4eba\u5efa\u7acb\u6a21\u578b\uff0c\u5e76\u5047\u8bbe\u5b83\u4eec\u90fd\u9075\u5faa\u6781\u5176\u7b80\u5355\u7684\u76f8\u4e92\u4f5c\u7528\u89c4\u5219\uff08\u5982\u793e\u4f1a\u529b\u6a21\u578b<span style=\"font-size: 10px;\">\u30103\u3011<\/span>\uff09\u3002\u7136\u540e\uff0c\u6211\u4eec\u5728\u8ba1\u7b97\u673a\u4e2d\u518d\u9020\u8fd9\u7fa4\u4eba\u7684\u8ba1\u7b97\u673a\u4eff\u771f\u7a0b\u5e8f\uff0c\u4ece\u800c\u6a21\u62df\u51fa\u4eba\u7fa4\u7684\u8fd0\u52a8\u8f68\u8ff9\u3002<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 10px; margin-bottom: 10px;  box-sizing: border-box; \"><img style=\"max-width: 100%; vertical-align: middle; box-sizing: border-box;\" class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534234195-1.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"font-size: 12px; box-sizing: border-box;\">\n<p style=\"text-align: center; box-sizing: border-box; margin-bottom: 15px;\"><span style=\"color: rgb(255, 202, 0); box-sizing: border-box;\">\u793e\u4f1a\u529b\u6a21\u578b\u7684\u6a21\u62df\u7a0b\u5e8f<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"font-size: 14px; box-sizing: border-box;\">\n<p style=\"box-sizing: border-box; margin-bottom: 15px; line-height: 2em;\">\u5c3d\u7ba1\u8fd9\u79cd\u601d\u8def\u7684\u786e\u53ef\u4ee5\u903c\u771f\u5730\u6a21\u62df\u590d\u6742\u7cfb\u7edf\uff0c\u4f46\u662f\u6240\u6709\u7684\u6a21\u578b\u89c4\u5219\u548c\u53c2\u6570\u51e0\u4e4e\u5168\u90e8\u662f\u6a21\u578b\u6784\u5efa\u8005\u62cd\u8111\u888b\u51b3\u5b9a\u7684\u3002\u8fd9\u5c31\u4f7f\u5f97\u6a21\u578b\u7684\u51c6\u786e\u6027\u548c\u53ef\u4fe1\u8d56\u7a0b\u5ea6\u5927\u6253\u6298\u6263\u3002<\/p>\n<p style=\"box-sizing: border-box; margin-bottom: 15px; line-height: 2em;\">\u6211\u4eec\u77e5\u9053\uff0c\u5b9e\u9645\u4e0a\uff0c\u73b0\u5728\u7684\u57ce\u5e02\u516c\u5171\u7a7a\u95f4\u88c5\u6ee1\u4e86\u5404\u79cd\u5404\u6837\u7684\u6444\u50cf\u5934\u3002\u5927\u91cf\u7684\u4eba\u7fa4\u8fd0\u52a8\u8f68\u8ff9\u88ab\u8bb0\u5f55\u5728\u4e86\u89c6\u9891\u91cc\u3002\u90a3\u4e48\uff0c\u6211\u4eec\u80fd\u4e0d\u80fd\u81ea\u52a8\u5730\u5c06\u89c6\u9891\u4e2d\u7684\u4e2a\u4f53\u4eba\u7684\u8fd0\u52a8\u8f68\u8ff9\u63d0\u53d6\u51fa\u6765\uff0c\u8bad\u7ec3\u6211\u4eec\u7684\u4e3b\u4f53\u6a21\u578b\uff0c\u4ece\u800c\u5f97\u5230\u6781\u5176\u903c\u771f\u7684\u4eba\u7fa4\u8fd0\u52a8\u6a21\u62df\u5462\uff1f<\/p>\n<p style=\"box-sizing: border-box; margin-bottom: 15px; line-height: 2em;\">\u6765\u81ea\u6e05\u534e\u5927\u5b66\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u6df1\u5ea6\u5b66\u4e60\u7684\u4e00\u4e2a\u56e2\u961f\u5c31\u505a\u4e86\u8fd9\u6837\u7684\u5c1d\u8bd5\u3002<strong>\u4ed6\u4eec\u4e3a\u4eba\u7fa4\u8fd0\u52a8\u89c6\u9891\u4e2d\u7684\u6bcf\u4e00\u4e2a\u4eba\u6784\u5efa\u4e86\u4e00\u4e2aLSTM\u6a21\u578b\uff08long short time memory\uff0c\u4e00\u79cd\u7279\u6b8a\u7684\u5faa\u73af\u795e\u7ecf\u7f51\u7edcRNN\u6a21\u578b\uff0c\u88ab\u4eba\u4eec\u5927\u91cf\u5730\u7528\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u673a\u5668\u7ffb\u8bd1\uff09<\/strong>\uff0c\u901a\u8fc7\u81ea\u52a8\u63d0\u53d6\u89c6\u9891\u4e2d\u6bcf\u4e00\u4e2a\u4eba\u7684\u8fd0\u52a8\u8f68\u8ff9\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e\uff0c\u6784\u5efa\u4e86\u80fd\u591f\u51c6\u7fa4\u9884\u6d4b\u4eba\u7fa4\u8fd0\u52a8\u72b6\u6001\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b<span style=\"font-size: 10px;\">\u30104\u3011<\/span>\u3002<img class=\"\"    style=\"text-align: center; line-height: 1.6; vertical-align: middle; box-sizing: border-box;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534234195.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"font-size: 12px; box-sizing: border-box;\">\n<p style=\"text-align: center; box-sizing: border-box; margin-bottom: 15px;\"><span style=\"color: rgb(255, 202, 0); box-sizing: border-box;\">\u6bcf\u4e00\u4e2aAgent\u7684LSTM\u6a21\u578b\uff0c\u8be5\u56fe\u5f15\u81ea\uff1a\u53c2\u8003\u6587\u732e4<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"font-size: 14px; box-sizing: border-box;\">\n<p style=\"box-sizing: border-box; margin-bottom: 15px; line-height: 2em;\">\u8be5\u6a21\u578b\u4e0d\u4ec5\u53ef\u4ee5\u9884\u6d4b\u6bcf\u4e2a\u4eba\u7684\u8fd0\u52a8\u8f68\u8ff9\uff0c\u540c\u65f6\uff0c\u5b83\u8fd8\u53ef\u4ee5\u81ea\u52a8\u4e3a\u4eba\u7fa4\u7684\u96c6\u4f53\u8fd0\u52a8\u72b6\u6001\u8fdb\u884c\u5206\u7c7b\u548c\u8bc6\u522b\uff0c\u4ee5\u4fbf\u9884\u8b66\u4eba\u7fa4\u7684\u6050\u614c\u72b6\u6001\uff0c\u9632\u6b62\u8e29\u8e0f\u7684\u53d1\u751f\u3002\u4e5f\u53ef\u4ee5\u7528\u6765\u5feb\u901f\u8bc6\u522b\u7a81\u53d1\u4e8b\u4ef6\u3002<\/p>\n<p style=\"box-sizing: border-box; margin-bottom: 15px; line-height: 2em;\">\u7c7b\u4f3c\u7684\uff0c\u6765\u81ea\u82f1\u56fdSheffield\u5927\u5b66\u548c\u7f8e\u56fd\u54c8\u4f5b\u5927\u5b66\u7684\u4e00\u4e2a\u56e2\u961f\u5c1d\u8bd5\u7528\u5bf9\u6297\u5f0f\u673a\u5668\u5b66\u4e60\u7684\u65b9\u6cd5\uff0c\u8ba9\u673a\u5668\u901a\u8fc7\u6a21\u4eff\u81ea\u52a8\u5efa\u7acb\u591a\u4e3b\u4f53\u6a21\u578b<span style=\"font-size: 10px;\">\u30105\u3011<\/span>\u3002\u4ed6\u4eec\u5c06\u81ea\u5236\u7684\u5c0f\u673a\u5668\u4eba\u5206\u6210\u4e86\u4e09\u7ec4\uff0c\u4e00\u7ec4\u662f\u88ab\u6a21\u4eff\u5bf9\u8c61\uff0c\u5b83\u4eec\u4f1a\u6309\u7167\u4e8b\u5148\u6307\u5b9a\u7684\u89c4\u5219\u8fdb\u884c\u590d\u6742\u7684\u8fd0\u52a8\uff1b\u4e00\u7ec4\u662f\u6a21\u4eff\u8005\uff0c\u5b83\u4eec\u4f1a\u6df7\u5230\u7b2c\u4e00\u7ec4\u673a\u5668\u4eba\u4e4b\u4e2d\u6a21\u4eff\u5b83\u4eec\u7684\u8fd0\u52a8\u884c\u4e3a\uff0c\u4ece\u800c\u5c3d\u53ef\u80fd\u5730\u9a97\u8fc7\u8fa8\u522b\u8005\u7684\u6cd5\u773c\uff1b\u7b2c\u4e09\u7ec4\u662f\u8fa8\u522b\u8005\uff0c\u5b83\u7684\u4efb\u52a1\u5c31\u662f\u533a\u5206\u8fd9\u4e9b\u673a\u5668\u4eba\u8c01\u662f\u6a21\u4eff\u8005\uff0c\u8c01\u662f\u88ab\u6a21\u4eff\u5bf9\u8c61\u3002\u6700\u7ec8\u7684\u6548\u679c\u662f\uff0c\u968f\u7740\u8fa8\u522b\u8005\u8bc6\u522b\u51c6\u786e\u5ea6\u7684\u63d0\u9ad8\uff0c\u6a21\u4eff\u8005\u7684\u6a21\u4eff\u884c\u4e3a\u4e5f\u4f1a\u8d8a\u6765\u8d8a\u903c\u8fd1\u88ab\u6a21\u4eff\u8005\u3002\u4e8e\u662f\uff0c\u6211\u4eec\u4fbf\u53ef\u4ee5\u5229\u7528\u8bad\u7ec3\u597d\u7684\u6a21\u4eff\u8005\u642d\u5efa\u4e00\u4e2a\u903c\u771f\u7684\u591a\u4e3b\u4f53\u6a21\u578b\uff0c\u6765\u5bf9\u88ab\u6a21\u4eff\u8005\u7fa4\u4f53\u8fdb\u884c\u6a21\u62df\u3002<\/p>\n<p style=\"box-sizing: border-box; margin-bottom: 15px; line-height: 2em;\">\u5c3d\u7ba1\u8fd9\u4e9b\u7814\u7a76\u4ecd\u5904\u4e8e\u5b9e\u9a8c\u5ba4\u9636\u6bb5\uff0c\u4f46\u662f\u6211\u4eec\u4e0d\u96be\u60f3\u8c61\uff0c\u672a\u6765\u7684\u4eba\u5de5\u667a\u80fd\u5c06\u53ef\u80fd\u901a\u8fc7\u6df1\u5ea6\u5b66\u4e60\u81ea\u52a8\u63d0\u53d6\u4e3b\u4f53\u7684\u8fd0\u884c\u89c4\u5219\uff0c\u4ece\u800c\u6784\u9020\u5927\u89c4\u6a21\u7684\u6a21\u62df\u7a0b\u5e8f\u3002\u90a3\u4e2a\u65f6\u5019\uff0c\u6211\u4eec\u5c06\u6709\u53ef\u80fd\u66f4\u52a0\u903c\u771f\u5730\u6a21\u62df\u591a\u4e2a\u4f53\u7684\u590d\u6742\u7cfb\u7edf\uff0c\u5e76\u5728\u5176\u4e0a\u8fdb\u884c\u89c4\u5212\u6216\u653f\u7b56\u4eff\u771f\u3002<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" margin-top: 10px; margin-bottom: 10px; text-align: center; line-height: 1;  box-sizing: border-box; \">\n<section class=\"\" style=\"display: inline-block; vertical-align: top; box-sizing: border-box;\"><span style=\"width: 0px; display: inline-block; opacity: 0.6; border-left-width: 0.6em; border-left-style: solid; border-left-color: rgb(249, 110, 87); border-top-width: 0.5em !important; border-top-style: solid !important; border-top-color: transparent !important; border-bottom-width: 0.5em !important; border-bottom-style: solid !important; border-bottom-color: transparent !important; box-sizing: border-box;\"> <\/span><span style=\"width: 0px; display: inline-block; border-left-width: 0.6em; border-left-style: solid; border-left-color: rgb(249, 110, 87); border-top-width: 0.5em !important; border-top-style: solid !important; border-top-color: transparent !important; border-bottom-width: 0.5em !important; border-bottom-style: solid !important; border-bottom-color: transparent !important; box-sizing: border-box;\"> <\/span> <\/section>\n<section class=\"\" style=\"display: inline-block; vertical-align: top; line-height: 1.2; padding-left: 3px; padding-right: 3px; box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\">\u590d\u6742\u7f51\u7edc\u4e2d\u7684\u6df1\u5ea6\u5b66\u4e60<\/strong><\/section>\n<\/section>\n<section class=\"\" style=\"display: inline-block; vertical-align: top; box-sizing: border-box;\"><span style=\"width: 0px; display: inline-block; border-right-width: 0.6em; border-right-style: solid; border-right-color: rgb(249, 110, 87); border-top-width: 0.5em !important; border-top-style: solid !important; border-top-color: transparent !important; border-bottom-width: 0.5em !important; border-bottom-style: solid !important; border-bottom-color: transparent !important; box-sizing: border-box;\"> <\/span><span style=\"width: 0px; display: inline-block; opacity: 0.6; border-right-width: 0.6em; border-right-style: solid; border-right-color: rgb(249, 110, 87); border-top-width: 0.5em !important; border-top-style: solid !important; border-top-color: transparent !important; border-bottom-width: 0.5em !important; border-bottom-style: solid !important; border-bottom-color: transparent !important; box-sizing: border-box;\"> <\/span> <\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"font-size: 14px; box-sizing: border-box;\">\n<p style=\"box-sizing: border-box; line-height: 2em; margin-bottom: 15px;\">\u4e3a\u4ec0\u4e48\u6df1\u5ea6\u5b66\u4e60\u5982\u6b64\u5389\u5bb3\uff1f\u4e0d\u540c\u7684\u4eba\u4f1a\u7ed9\u51fa\u4e0d\u540c\u7684\u7b54\u6848\u3002<\/p>\n<ol class=\"list-paddingleft-2\" style=\"list-style-type: decimal;\">\n<li>\n<p style=\"box-sizing: border-box; line-height: 2em; margin-bottom: 15px;\">\u56e0\u4e3a\u5b83\u6709\u5f88\u6df1\u7684\u795e\u7ecf\u7f51\u7edc\u5c42\u6b21\u2014\u2014\u4e00\u4e2a\u521d\u5b66\u8005\u5927\u6982\u4f1a\u5982\u662f\u8bf4\uff1b<\/p>\n<\/li>\n<li>\n<p style=\"box-sizing: border-box; line-height: 2em; margin-bottom: 15px;\">\u56e0\u4e3a\u5b83\u53ef\u4ee5\u5b66\u4e60\u8d85\u5927\u89c4\u6a21\u6570\u636e\u2014\u2014\u4e00\u4e2a\u4e86\u89e3\u6df1\u5ea6\u5b66\u4e60\u7684\u884c\u4e1a\u4ece\u4e1a\u4eba\u5458\u5927\u6982\u4f1a\u8fd9\u4e48\u8bf4\uff1b<\/p>\n<\/li>\n<li>\n<p style=\"box-sizing: border-box; line-height: 2em; margin-bottom: 15px;\">\u56e0\u4e3a\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u53ef\u4ee5\u81ea\u52a8\u4ece\u6570\u636e\u4e2d\u63d0\u53d6\u7279\u5f81\u2014\u2014\u4e00\u4e2a\u6df1\u5165\u7406\u89e3\u6df1\u5ea6\u5b66\u4e60\u7684\u79d1\u7814\u4eba\u5458\u5927\u6982\u4f1a\u8fd9\u4e48\u56de\u7b54\u3002<\/p>\n<\/li>\n<\/ol>\n<p style=\"box-sizing: border-box; line-height: 2em; margin-bottom: 15px;\">\u6ca1\u9519\uff0c\u6df1\u5ea6\u5b66\u4e60\u7684\u672c\u8d28\u5e76\u4e0d\u5728\u5c42\u6b21\u6709\u591a\u6df1\uff0c\u6570\u636e\u89c4\u6a21\u6709\u591a\u5927\uff0c\u800c\u5728\u4e8e\u5b83\u81ea\u52a8\u63d0\u53d6\u7279\u5f81\u7684\u80fd\u529b\u3002<\/p>\n<p style=\"box-sizing: border-box; line-height: 2em; margin-bottom: 15px;\">\u4ec0\u4e48\u662f\u7279\u5f81\uff1f\u957f\u5ea6\u3001\u5bbd\u5ea6\u3001\u989c\u8272\u3001\u8d28\u6599\u3001\u5f62\u72b6\uff0c\u7b49\u7b49\u90fd\u662f\u7279\u5f81\u3002\u7136\u800c\uff0c\u5b83\u4eec\u5168\u90e8\u662f\u4eba\u4e3a\u5b9a\u4e49\u7684\u3002\u5047\u8bbe\u4e00\u79cd\u751f\u6d3b\u5728\u9891\u7387\u4e16\u754c\u4e4b\u4e2d\u7684\u751f\u7269\u4f53\uff0c\u5b83\u5927\u6982\u5f88\u96be\u770b\u5230\u4e00\u4e2a\u7269\u4f53\u7684\u957f\u5ea6\u548c\u4f53\u79ef\u3002\u6240\u4ee5\u9762\u5bf9\u8d85\u5927\u89c4\u6a21\u7684\u6570\u636e\uff0c\u6211\u4eec\u51ed\u501f\u8089\u773c\u5df2\u7ecf\u5f88\u96be\u63d0\u70bc\u7279\u5f81\u4e86\uff0c\u5fc5\u987b\u628a\u8fd9\u79cd\u80fd\u529b\u8d4b\u4e88\u673a\u5668\uff0c\u8fd9\u624d\u662f\u6df1\u5ea6\u5b66\u4e60\u7684\u672c\u8d28\u3002<\/p>\n<p style=\"box-sizing: border-box; line-height: 2em; margin-bottom: 15px;\">\u5728\u73b0\u4ee3\u7684\u590d\u6742\u7cfb\u7edf\u7814\u7a76\u4e2d\uff0c\u590d\u6742\u7f51\u7edc\u5df2\u7ecf\u6210\u4e3a\u4e86\u4e00\u79cd\u6807\u51c6\u7684\u901a\u7528\u63cf\u8ff0\u8bed\u8a00\u3002\u90a3\u4e48\u6211\u4eec\u600e\u6837\u7528\u6df1\u5ea6\u5b66\u4e60\u7684\u65b9\u5f0f\u81ea\u52a8\u63d0\u53d6\u5927\u89c4\u6a21\u7f51\u7edc\u6570\u636e\u7279\u5f81\u5462\uff1f<\/p>\n<p style=\"box-sizing: border-box; line-height: 2em; margin-bottom: 15px;\">\u6211\u4eec\u77e5\u9053\uff0c\u590d\u6742\u7f51\u7edc\u65e0\u975e\u5c31\u662f\u7531\u70b9\u548c\u8fde\u8fb9\u6784\u6210\u7684\u6574\u4f53\u3002\u8282\u70b9\u6216\u8fde\u8fb9\u7684\u7279\u5f81\u81ea\u7136\u5c31\u662f\u7531\u5b83\u6240\u5728\u7684\u7f51\u7edc\u73af\u5883\uff08\u4e0a\u4e0b\u6587\uff09\u6240\u51b3\u5b9a\u7684\u3002\u53ea\u8981\u6211\u4eec\u5c06\u6bcf\u4e00\u4e2a\u70b9\u8d4b\u4e88\u4e00\u4e2an\u7ef4\u5411\u91cf\uff0c\u5c31\u5f97\u5230\u4e86\u6574\u4e2a\u7f51\u7edc\u7684\u5d4c\u5165\uff08n\u7ef4\u7a7a\u95f4\u4e2d\u7684\u4e00\u56e2\u70b9\u4e91\uff09\u3002<\/p>\n<p style=\"box-sizing: border-box; line-height: 2em; margin-bottom: 15px;\">\u6211\u4eec\u53ef\u4ee5\u628a\u8bed\u8a00\u4e2d\u51fa\u73b0\u5728\u540c\u4e00\u53e5\u8bdd\u7684\u5355\u8bcd\u5f7c\u6b64\u76f8\u8fde\u6784\u6210\u4e00\u4e2a\u6240\u8c13\u7684\u201c\u5171\u73b0\u7f51\u7edc\u201d\uff0c\u8fd9\u6837\uff0c\u6bcf\u4e00\u4e2a\u8bcd\u5c31\u662f\u4e00\u4e2a\u8282\u70b9\uff0c\u8fde\u8fb9\u5c31\u8868\u793a\u540c\u65f6\u51fa\u73b0\u3002\u5bf9\u4e8e\u8fd9\u79cd\u7f51\u7edc\uff0c2013\u5e74\uff0cGoogle\u7684Miklov\u5f00\u521b\u6027\u5730\u63d0\u51fa\u4e86\u4e00\u79cd\u7528\u5411\u91cf\u8868\u793a\u82f1\u8bed\u5355\u8bcd\u7684\u505a\u6cd5\uff0c\u53eb\u505aWord2Vec<span style=\"font-size: 10px;\">\u30106\u3011<\/span>\u3002\u901a\u8fc7\u626b\u63cf\u5927\u91cf\u7684\u6587\u672c\u6570\u636e\uff0cWord2Vec\u53ef\u4ee5\u5feb\u901f\u3001\u9ad8\u6548\u5730\u4e3a\u6bcf\u4e00\u4e2a\u5355\u8bcd\u6784\u9020\u4e00\u4e2a\u5411\u91cf\uff0c\u5373n\u7ef4\u7a7a\u95f4\u4e2d\u7684\u4e00\u4e2a\u70b9\u3002<\/p>\n<p style=\"box-sizing: border-box; line-height: 2em; margin-bottom: 15px;\">\u76f8\u4f3c\u7684\u5355\u8bcd\uff0c\u4f8b\u5982\u7ea2\u4e0e\u7c89\u5728\u7a7a\u95f4\u4e2d\u4f1a\u5f7c\u6b64\u9760\u8fd1\u3002\u66f4\u6709\u8da3\u7684\u662f\uff0c\u540c\u4e00\u79cd\u610f\u601d\u7684\u5355\u8bcd\u5728\u4e0d\u540c\u8bed\u8a00\u7684\u7a7a\u95f4\u5d4c\u5165\u4e2d\u5177\u6709\u76f8\u4f3c\u7684\u4f4d\u7f6e\u3002\u4f8b\u5982\uff0c\u5982\u679c\u6211\u4eec\u5206\u522b\u7528\u82f1\u8bed\u548c\u6cd5\u8bed\u8fdb\u884c\u8bad\u7ec3\uff0c\u90a3\u4e481\uff0c2\uff0c3\u2026\u2026\u7b49\u6570\u5b57\u4f1a\u5728\u4e24\u5957\u5411\u91cf\u8868\u793a\u4e0b\u5177\u6709\u76f8\u4f3c\u7684\u4f4d\u7f6e\u3002\u5982\u56fe\u6240\u793a\uff1a<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 10px; margin-bottom: 10px;  box-sizing: border-box; \"><img style=\"max-width: 100%; vertical-align: middle; box-sizing: border-box;\" class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534234195.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"font-size: 12px; box-sizing: border-box;\">\n<section style=\"text-align: center; box-sizing: border-box;\"><span style=\"color: rgb(255, 202, 0); box-sizing: border-box;\">\u5206\u522b\u7528\u7eaf\u82f1\u6587\uff08\u5de6\uff09\u548c\u7eaf\u6cd5\u6587\uff08\u53f3\uff09\u7684\u8bed\u6599\u8bad\u7ec3Word2Vec\u5f97\u5230\u7684\u5411\u91cf\u8868\u793a\u3002\u6211\u4eec\u4f1a\u770b\u5230\uff0c\u82f1\u8bed\u7684one\uff0ctwo\uff0cthree\u2026\u2026\u7684\u4f4d\u7f6e\u4ee5\u53ca\u5bf9\u5e94\u7684\u6cd5\u8bed\u5355\u8bcd\u7684\u4f4d\u7f6e\u975e\u5e38\u76f8\u4f3c\u3002\u4e0e\u6b64\u7c7b\u4f3c\uff0c\u54fa\u4e73\u7c7b\u52a8\u7269\u5728\u4e24\u79cd\u8bed\u8a00\u7684\u5d4c\u5165\u4e2d\u4e5f\u5177\u6709\u76f8\u4f3c\u7684\u4f4d\u7f6e\uff08\u4e0b\u9762\u4e24\u5e45\u56fe\uff09\u3002<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 10px; margin-bottom: 10px;  box-sizing: border-box; \"><img style=\"max-width: 100%; vertical-align: middle; box-sizing: border-box;\" class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534234195-2.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"font-size: 12px; color: rgb(255, 202, 0); box-sizing: border-box;\">\n<p style=\"text-align: center; box-sizing: border-box; margin-bottom: 15px;\">Word2Vec\u4e2d\u6d8c\u73b0\u7684\u5411\u91cf\u5dee\u5173\u7cfb\uff1a\uff0c\u5176\u4e2d\u84dd\u8272\u7684\u5411\u91cf\uff08\u6df1\u84dd\u548c\u6d45\u84dd\uff09\u90fd\u8868\u793a\u7528Word2Vec\u5b66\u4e60\u5f97\u5230\u7684\u5355\u8bcd\u5411\u91cf\u3002\u5b83\u4eec\u5f7c\u6b64\u4e4b\u95f4\u7684\u5dee\u5411\u91cf\uff08\u7ea2\u8272\u7bad\u5934\uff09\uff0c\u8868\u8fbe\u4e86\u6700\u9ad8\u6743\u529b\u5173\u7cfb\u4e5f\u8fd1\u4f3c\u76f8\u7b49\u3002<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"font-size: 14px; box-sizing: border-box;\">\n<p style=\"box-sizing: border-box; margin-bottom: 15px; line-height: 2em;\">\u66f4\u8ba9\u4eba\u9707\u60ca\u7684\u662f\uff0c\u5355\u8bcd\u4e4b\u95f4\u7684\u5173\u7cfb\u4e5f\u53ef\u4ee5\u81ea\u52a8\u5730\u88abWord2Vec\u5b66\u5230\uff0c\u5982\u4e0a\u56fe\u8fd9\u4e2a\u8457\u540d\u7684\u516c\u5f0f\uff1a<strong>v(\u7537\u4eba)-v(\u5973\u4eba)=v(\u56fd\u738b)-v(\u738b\u540e)<\/strong>\uff0c\u5176\u4e2dv(x)\u8868\u793ax\u8fd9\u4e2a\u5355\u8bcd\u7684\u8bcd\u5411\u91cf\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u673a\u5668\u4f1a\u81ea\u5df1\u5b66\u4e60\u5230\u7537\u4eba\u76f8\u5bf9\u4e8e\u56fd\u738b\u76f8\u5f53\u4e8e\u5973\u4eba\u76f8\u5bf9\u4e8e\u738b\u540e\u3002\u6240\u4ee5\uff0c\u9664\u4e86\u5c06\u6bcf\u4e2a\u5355\u8bcd\u8fdb\u884c\u5411\u91cf\u8868\u793a\u4ee5\u5916\uff0cWord2Vec\u8fd8\u53ef\u4ee5\u9690\u5f0f\u5730\u5b66\u4e60\u5230\u201c\u7537\u5973\u5173\u7cfb\u201d\u8fd9\u79cd\u62bd\u8c61\u5173\u7cfb\u3002<\/p>\n<p style=\"box-sizing: border-box; margin-bottom: 15px; line-height: 2em;\">\u4e0e\u6b64\u7c7b\u4f3c\uff0c\u5f88\u591a\u6982\u5ff5\u4e4b\u95f4\u4f1a\u5b58\u5728\u7740\u4e0a\u4e0b\u4f4d\u7684\u5c42\u7ea7\u5173\u7cfb\u3002\u4f8b\u5982\uff0c\u201c\u52a8\u7269\u201d\u5c31\u662f\u201c\u6606\u866b\u201d\u7684\u4e0a\u4f4d\u8bcd\uff0c\u800c\u201c\u6606\u866b\u201d\u53c8\u662f\u201c\u873b\u8713\u201d\u7684\u4e0a\u4f4d\u8bcd\u3002\u6211\u4eec\u7528\u8fd9\u4e9b\u5355\u8bcd\u7684\u5411\u91cf\u8868\u793a\u5206\u522b\u505a\u51cf\u6cd5\uff0c\u5c31\u53ef\u4ee5\u7528\u5dee\u5411\u91cf\u6765\u8868\u793a\u8fd9\u79cd\u62bd\u8c61\u7684\u5173\u7cfb<span style=\"font-size: 10px;\">\u30109\u3011<\/span>\u3002\u5982\u56fe\uff1a<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 10px; margin-bottom: 10px;  box-sizing: border-box; \"><img style=\"max-width: 100%; vertical-align: middle; box-sizing: border-box;\" class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534234196.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"font-size: 12px; box-sizing: border-box;\">\n<p style=\"text-align: center; box-sizing: border-box; margin-bottom: 15px;\"><span style=\"color: rgb(255, 202, 0); box-sizing: border-box;\">Word2Vec\u5b66\u4e60\u5f97\u5230\u7684\u8bcd\u8bed\u4e4b\u95f4\u7684\u5c42\u7ea7\u5173\u7cfb\uff1a\u9996\u5148\u8ba9Word2Vec\u5b66\u4e60\u5927\u91cf\u7684\u4e2d\u6587\u8bed\u6599\uff0c\u8fd9\u6837\u6bcf\u4e2a\u5355\u8bcd\u4f1a\u5bf9\u5e94\u4e00\u4e2a\u8868\u793a\uff08\u84dd\u8272\u7684\u70b9\uff09\u3002\u5176\u6b21\uff0c\u6211\u4eec\u5bfb\u627e\u6240\u6709\u7684\u4e0a\u4e0b\u4f4d\u8bcd\u5c42\u7ea7\u5173\u7cfb\uff0c\u6bd4\u5982\u5de5\u4eba\u4e0e\u6728\u5320\uff0c\u6216\u8005\u8fd0\u52a8\u5458\u4e0e\u8db3\u7403\u8fd0\u52a8\u5458\uff0c\u5e76\u5c06\u5b83\u4eec\u7684\u5411\u91cf\u8868\u793a\u5206\u522b\u76f8\u51cf\u5f97\u5230\u4e86\u4e0a\u4e0b\u4f4d\u8bcd\u7684\u5dee\u5411\u91cf\u3002\u6211\u4eec\u53d1\u73b0\uff0c\u8fd9\u4e9b\u5dee\u5411\u91cf\u5982\u679c\u662f\u540c\u4e00\u79cd\u7c7b\u522b\u7684\u8bdd\uff0c\u6bd4\u5982\u5de5\u4eba\uff0d\u6728\u5320\uff0c\u4ee5\u53ca\u5de5\u4eba\uff0d\u56ed\u4e01\uff0c\u5219\u975e\u5e38\u76f8\u4f3c\u3002\u6240\u4ee5\uff0cWord2Vec\u5b66\u4e60\u5f97\u5230\u7684\u5411\u91cf\u8868\u793a\u8574\u542b\u4e86\u4e00\u79cd\u5173\u7cfb\u8868\u793a\u3002\u8be5\u56fe\u6458\u81ea\uff1a\u53c2\u8003\u6587\u732e9<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<p style=\"box-sizing: border-box; margin-bottom: 15px; line-height: 2em;\"><span style=\"font-size: 14px;\">\u7136\u800c\uff0c\u8fd9\u79cd\u8574\u542b\u7684\u5173\u7cfb\u8868\u793a\u5e76\u4e0d\u5341\u5206\u660e\u786e\uff0c\u5b58\u5728\u7740\u5f88\u5927\u7684\u8bef\u5dee\u3002\u4e8e\u662f\uff0c\u4eba\u4eec\u60f3\u51fa\u4e86\u5404\u79cd\u65b9\u6cd5\u6765\u6539\u8fdb\uff0c\u5176\u4e2d\u4e00\u79cd\u6bd4\u8f83\u5f7b\u5e95\u7684\u65b9\u5f0f\u662f\uff0c\u5c06\u6240\u6709\u7684\u540d\u8bcd\u5b9e\u4f53\u548c\u5404\u79cd\u5173\u7cfb\uff08\u5305\u62ec\u4e0a\u4e0b\u4f4d\u3001\u540c\u4e49\u8bcd\u7b49\uff09\u5206\u522b\u5d4c\u5165\u5230\u4e0d\u540c\u7684\u7a7a\u95f4\uff08\u5373\u5b9e\u4f53\u7a7a\u95f4\u548c\u5173\u7cfb\u7a7a\u95f4\uff09\uff0c\u8fd9\u6837\u53ef\u4ee5\u66f4\u5168\u9762\u3001\u66f4\u51c6\u786e\u5730\u6765\u8868\u8fbe\u5b83\u4eec<\/span><span style=\"font-size: 10px;\">\u301010\u3011<\/span><span style=\"font-size: 14px;\">\u3002<\/span><\/p>\n<p style=\"font-size: 14px; box-sizing: border-box; margin-bottom: 15px; line-height: 2em;\">\u4e0e\u6b64\u7c7b\u4f3c\uff0c\u6211\u4eec\u8fd8\u53ef\u4ee5\u7528\u8fd9\u79cd\u65b9\u6cd5\u5904\u7406\u5176\u5b83\u7684\u4e0d\u540c\u7f51\u7edc\u3002<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 10px; margin-bottom: 10px;  box-sizing: border-box; \"><img style=\"max-width: 100%; vertical-align: middle; box-sizing: border-box;\" class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534234196.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"font-size: 12px; box-sizing: border-box;\">\n<p style=\"text-align: center; box-sizing: border-box; margin-bottom: 15px;\"><span style=\"color: rgb(255, 202, 0); box-sizing: border-box;\">\u5229\u7528\u4e0eWord2Vect\u7c7b\u4f3c\u7684DeepWalk\u7b97\u6cd5<span style=\"color: rgb(255, 202, 0);\">\u301010\u3011<\/span>\u5f97\u5230\u7684\u201c\u8dc6\u62f3\u9053\u4ff1\u4e50\u90e8\u201d\uff08\u5de6\u4fa7\uff09\u7f51\u7edc\u7684\u5d4c\u5165\uff08\u53f3\u4fa7\uff09\u3002\u5176\u4e2d\u8282\u70b9\u662f\u4eba\uff0c\u8fde\u8fb9\u662f\u597d\u53cb\u5173\u7cfb\u3002\u5728\u8fd9\u4e2a\u4ff1\u4e50\u90e8\u4e2d\uff0c\u5b58\u5728\u77404\u4e2a\u76f8\u5bf9\u72ec\u7acb\u7684\u793e\u56e2\uff0c\u5206\u522b\u88ab\u6807\u6ce8\u4e86\u4e0d\u540c\u7684\u989c\u8272\u3002\u6458\u81ea\u53c2\u8003\u6587\u732e7<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"font-size: 14px; box-sizing: border-box;\">\n<p style=\"box-sizing: border-box; margin-bottom: 15px; line-height: 2em;\">\u5f97\u5230\u8fd9\u4e9b\u5411\u91cf\u8868\u793a\u53c8\u6709\u4ec0\u4e48\u7528\u5462\uff1f\u5b83\u7684\u7528\u9014\u6709\u5f88\u591a\uff0c\u4f8b\u5982\uff0c\u901a\u8fc7\u5411\u91cf\u8868\u793a\u53ef\u4ee5\u53d1\u73b0\u8282\u70b9\u4e4b\u95f4\u7684\u805a\u7c7b\uff0c\u6211\u4eec\u53ea\u8981\u5c06\u8868\u793a\u7a7a\u95f4\u4e2d\u5f7c\u6b64\u9760\u8fd1\u7684\u8282\u70b9\u5212\u5206\u4e3a\u4e00\u7c7b\u5c31\u53ef\u4ee5\uff0c\u5982\u4e0b\u56fe\uff1a<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 10px; margin-bottom: 10px;  box-sizing: border-box; \"><img style=\"max-width: 100%; vertical-align: middle; box-sizing: border-box;\" class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534234196.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"text-align: center; font-size: 12px; color: rgb(255, 202, 0); box-sizing: border-box;\">\n<p style=\"box-sizing: border-box; margin-bottom: 15px;\">\u8be5\u56fe\u662f\u5c06\u5e26\u53c2\u6570\u7684\u7f51\u7edc\u5d4c\u5165Node2Vec\u7b97\u6cd5\u5728\u4e24\u79cd\u4e0d\u540c\u53c2\u6570\u6761\u4ef6\u4e0b\u7528\u4e8e\u540c\u4e00\u4e2a\u7f51\u7edc\uff08\u4e0a\u3001\u4e0b\uff09\uff0c\u5e76\u6839\u636e\u5411\u91cf\u8868\u793a\u505a\u805a\u7c7b\u5206\u6790\u540e\u5f97\u5230\u7684\u53ef\u89c6\u5316\u6548\u679c\u3002\u5176\u4e2d\u540c\u4e00\u79cd\u989c\u8272\u5bf9\u5e94\u540c\u4e00\u79cd\u805a\u7c7b\u3002\u4e0a\u56fe\u5f97\u5230\u7684\u805a\u7c7b\u662f\u7f51\u7edc\u7684\u793e\u56e2\u5212\u5206\u3002\u4e0b\u56fe\u7684\u805a\u7c7b\u5f97\u5230\u7684\u5374\u662f\u751f\u6001\u4f4d\uff08\u53f6\u5b50\u8282\u70b9\u3001\u6865\u63a5\u8282\u70b9\u4ee5\u53ca\u4e2d\u5fc3\u8282\u70b9\uff09\u7684\u5212\u5206\u3002\u6458\u81ea\u6587\u732e8<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"font-size: 14px; box-sizing: border-box;\">\n<p style=\"box-sizing: border-box; margin-bottom: 15px; line-height: 2em;\">\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u4e9b\u82b1\u6837\u7e41\u591a\u7684\u5411\u91cf\u8868\u793a\u89e3\u51b3\u4e86\u6bcf\u4e2a\u8282\u70b9\u7684\u7279\u5f81\u63cf\u8ff0\u95ee\u9898\u4ee5\u4f5c\u4e3a\u8282\u70b9\u5206\u7c7b\u548c\u9884\u6d4b\u95ee\u9898\u7684\u57fa\u7840\u3002\u4e00\u822c\u60c5\u51b5\u4e0b\uff0c\u8282\u70b9\u7684\u5411\u91cf\u8868\u793a\u5c31\u662f\u673a\u5668\u81ea\u53d1\u5b66\u4e60\u51fa\u6765\u7684\u8282\u70b9\u7279\u5f81\uff0c\u8be5\u7279\u5f81\u53cd\u5e94\u7684\u662f\u6bcf\u4e00\u4e2a\u8282\u70b9\u6240\u5728\u6574\u4e2a\u7f51\u7edc\u4e4b\u4e2d\u7684\u751f\u6001\u5730\u4f4d\u3002<\/p>\n<p style=\"box-sizing: border-box; margin-bottom: 15px; line-height: 2em;\">\u4e8e\u662f\uff0c<strong>\u6839\u636e\u673a\u5668\u5b66\u4e60\u5f97\u5230\u7684\u7279\u5f81\uff0c\u8fd0\u7528\u795e\u7ecf\u7f51\u7edc\u6280\u672f\uff0c\u6211\u4eec\u4fbf\u53ef\u4ee5\u8fdb\u884c\u8282\u70b9\u7684\u5206\u7c7b\u4e0e\u9884\u6d4b\u4e86<\/strong>\u3002\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u793e\u4ea4\u7f51\u7edc\u8bc6\u522b\u54ea\u4e00\u4e2a\u8282\u70b9\u66f4\u53ef\u80fd\u662f\u6050\u6016\u5206\u5b50\u3002\u6211\u4eec\u4e5f\u53ef\u4ee5\u6839\u636e\u4e00\u7bc7\u6587\u7ae0\u5728\u5f15\u6587\u7f51\u4e2d\u7684\u5730\u4f4d\u9884\u6d4b\u5b83\u662f\u5426\u53ef\u4ee5\u83b7\u5f97\u8bfa\u8d1d\u5c14\u5956\u63d0\u540d\uff0c\u7b49\u7b49\u3002<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" margin-top: 10px; margin-bottom: 10px; text-align: center; line-height: 1;  box-sizing: border-box; \">\n<section class=\"\" style=\"display: inline-block; vertical-align: top; box-sizing: border-box;\"><span style=\"width: 0px; display: inline-block; opacity: 0.6; border-left-width: 0.6em; border-left-style: solid; border-left-color: rgb(249, 110, 87); border-top-width: 0.5em !important; border-top-style: solid !important; border-top-color: transparent !important; border-bottom-width: 0.5em !important; border-bottom-style: solid !important; border-bottom-color: transparent !important; box-sizing: border-box;\"> <\/span><span style=\"width: 0px; display: inline-block; border-left-width: 0.6em; border-left-style: solid; border-left-color: rgb(249, 110, 87); border-top-width: 0.5em !important; border-top-style: solid !important; border-top-color: transparent !important; border-bottom-width: 0.5em !important; border-bottom-style: solid !important; border-bottom-color: transparent !important; box-sizing: border-box;\"> <\/span> <\/section>\n<section class=\"\" style=\"display: inline-block; vertical-align: top; line-height: 1.2; padding-left: 3px; padding-right: 3px; box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\">\u56fe\u5377\u79ef\u795e\u7ecf\u7f51\u7edc<\/strong><\/section>\n<\/section>\n<section class=\"\" style=\"display: inline-block; vertical-align: top; box-sizing: border-box;\"><span style=\"width: 0px; display: inline-block; border-right-width: 0.6em; border-right-style: solid; border-right-color: rgb(249, 110, 87); border-top-width: 0.5em !important; border-top-style: solid !important; border-top-color: transparent !important; border-bottom-width: 0.5em !important; border-bottom-style: solid !important; border-bottom-color: transparent !important; box-sizing: border-box;\"> <\/span><span style=\"width: 0px; display: inline-block; opacity: 0.6; border-right-width: 0.6em; border-right-style: solid; border-right-color: rgb(249, 110, 87); border-top-width: 0.5em !important; border-top-style: solid !important; border-top-color: transparent !important; border-bottom-width: 0.5em !important; border-bottom-style: solid !important; border-bottom-color: transparent !important; box-sizing: border-box;\"> <\/span> <\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"font-size: 14px; box-sizing: border-box;\">\n<p style=\"box-sizing: border-box; line-height: 2em; margin-bottom: 15px;\">\u6211\u4eec\u77e5\u9053\uff0c\u73b0\u5728\u7684\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u6700\u4e3b\u8981\u7684\u7a81\u7834\u5176\u5b9e\u90fd\u662f\u5728\u56fe\u50cf\u8bc6\u522b\u9886\u57df\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u3002\u4ece\u6280\u672f\u4e0a\u8bb2\uff0c\u56fe\u50cf\u5c5e\u4e8e\u4e00\u79cd\u9759\u6001\u7684\u4e8c\u7ef4\u6570\u7ec4\uff0c\u800c\u81ea\u7136\u8bed\u8a00\u5b9e\u9645\u4e0a\u53ef\u4ee5\u770b\u505a\u4e00\u79cd\u65f6\u95f4\u4e0a\u7684\u7b26\u53f7\u5e8f\u5217\u3002\u5b83\u4eec\u90fd\u6709\u975e\u5e38\u6807\u51c6\u7684\u6570\u636e\u7ed3\u6784\u3002<\/p>\n<p style=\"box-sizing: border-box; line-height: 2em; margin-bottom: 15px;\">\u4f46\u662f\uff0c\u7f51\u7edc\u6216\u8005\u56fe\uff0c\u5374\u662f\u4e00\u79cd\u4ecb\u4e8e\u4e8c\u7ef4\u6570\u7ec4\u548c\u4e00\u7ef4\u5e8f\u5217\u4e4b\u95f4\u7684\u4e0d\u89c4\u5219\u6570\u636e\u7c7b\u578b\u3002\u6211\u4eec\u4e0d\u80fd\u628a\u7f51\u7edc\u770b\u505a\u56fe\u50cf\uff0c\u56e0\u4e3a\u7f51\u7edc\u7684\u8282\u70b9\u4e4b\u95f4\u6ca1\u6709\u56fe\u50cf\u7684\u50cf\u7d20\u4e4b\u95f4\u90a3\u6837\u89c4\u6574\u7684\u90bb\u57df\u5173\u7cfb\u3002\u6211\u4eec\u540c\u6837\u4e0d\u80fd\u628a\u7f51\u7edc\u770b\u505a\u662f\u4e00\u7ef4\u7684\u8282\u70b9\u548c\u8fde\u8fb9\u5e8f\u5217\uff0c\u56e0\u4e3a\u6211\u4eec\u4efb\u610f\u98a0\u5012\u8282\u70b9\u4e4b\u95f4\u7684\u987a\u5e8f\uff0c\u5374\u5bf9\u5e94\u7684\u662f\u540c\u4e00\u5f20\u7f51\u7edc\u3002<\/p>\n<p style=\"box-sizing: border-box; line-height: 2em; margin-bottom: 15px;\">\u4e8e\u662f\uff0c\u95ee\u9898\u6765\u4e86\u3002<strong>\u65e2\u7136\u6df1\u5ea6\u5b66\u4e60\u53ef\u4ee5\u5728\u56fe\u50cf\u8bc6\u522b\u4ee5\u53ca\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\u5927\u5c55\u8eab\u624b\uff0c\u90a3\u4e48\u662f\u5426\u4e5f\u80fd\u5728\u590d\u6742\u7f51\u7edc\u7684\u76f8\u5173\u4efb\u52a1\u4e2d\u5d2d\u9732\u5934\u811a\u5462\uff1f<\/strong><\/p>\n<p style=\"box-sizing: border-box; line-height: 2em; margin-bottom: 15px;\">\u5177\u4f53\u7684\uff0c\u8ba9\u6211\u4eec\u8003\u8651\u8fd9\u6837\u4e00\u79cd\u6240\u8c13\u7684\u56fe\u5206\u7c7b\u95ee\u9898\uff08Graph classification problem\uff09\u3002\u5982\u679c\u6211\u7ed9\u4f60\u4e00\u5f20\u7f51\u7edc\uff0c\u6ca1\u6709\u4efb\u4f55\u5176\u5b83\u8f85\u52a9\u4fe1\u606f\uff0c\u4f60\u80fd\u4e0d\u80fd\u544a\u8bc9\u6211\u5b83\u5c5e\u4e8e\u54ea\u4e00\u7c7b\uff1f\u662f\u793e\u4ea4\u7f51\u7edc\u8fd8\u662f\u751f\u7269\u7f51\u7edc\uff1f\u662f\u65e0\u6807\u5ea6\u7f51\u8fd8\u662f\u5c0f\u4e16\u754c\u7f51\uff1f\u8fd9\u4e2a\u95ee\u9898\u6709\u4ec0\u4e48\u5b9e\u9645\u80cc\u666f\u5462\uff1f\u6211\u4eec\u77e5\u9053\uff0c\u590d\u6742\u7f51\u7edc\u53ef\u4ee5\u770b\u505a\u662f\u590d\u6742\u7cfb\u7edf\u7684\u9aa8\u67b6\uff08backbone\uff09\uff0c\u90a3\u4e48\u5f53\u6211\u4eec\u5904\u7406\u4e0d\u540c\u7684\u590d\u6742\u7cfb\u7edf\u65f6\uff0c\u6211\u4eec\u4fbf\u53ef\u4ee5\u901a\u8fc7\u5b83\u4eec\u7684\u9aa8\u67b6\u6765\u8fdb\u884c\u8bc6\u522b\u3001\u5206\u7c7b\u548c\u9884\u6d4b\u3002\u6bd4\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u4e00\u4e2a\u793e\u7fa4\u7684\u793e\u4ea4\u7f51\u7edc\u770b\u505a\u793e\u7fa4\u7684\u9aa8\u67b6\uff0c\u90a3\u4e48\u6211\u4eec\u5c31\u80fd\u5426\u6839\u636e\u5b83\u9884\u6d4b\u7f51\u7edc\u7684\u8fd0\u884c\u72b6\u51b5\uff1b\u518d\u6bd4\u5982\uff0c\u5982\u679c\u5c06\u4e00\u4e2a\u56fd\u5bb6\u7684\u6295\u5165\u4ea7\u51fa\u7f51\u770b\u505a\u662f\u56fd\u5bb6\u7ecf\u6d4e\u7cfb\u7edf\u7684\u9aa8\u67b6\uff0c\u90a3\u4e48\u6211\u4eec\u5c31\u80fd\u7ed9\u56fd\u5bb6\u7684\u4ea7\u4e1a\u7ed3\u6784\u8fdb\u884c\u201c\u8bca\u8109\u201d\u3002<\/p>\n<p style=\"box-sizing: border-box; line-height: 2em; margin-bottom: 15px;\">\u8fd9\u4e9b\u95ee\u9898\u7684\u80cc\u540e\u9700\u8981\u4e00\u79cd\u65b0\u7684\u7a81\u7834\uff0c\u5b83\u57285\u5e74\u524d\u521a\u521a\u5f00\u59cb\u840c\u82bd\uff0c\u8fd9\u5c31\u662f\u56fe\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u6280\u672f\uff08Graph convolutional neural network\uff0cGNN\uff09<span style=\"font-size: 10px;\">\u301011\u3011<\/span>\u3002\u8be5\u5957\u6280\u672f\u901a\u8fc7\u6269\u5c55\u57fa\u4e8e\u56fe\u50cf\u7684\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08Convolutional neural network\uff0cCNN\uff09\uff0c\u6765\u5904\u7406\u5927\u91cf\u7684\u7f51\u7edc\u6570\u636e\u3002\u5e76\u6709\u53ef\u80fd\u8fbe\u5230\u548cCNN\u540c\u7b49\u7684\u7cbe\u786e\u7a0b\u5ea6\u3002<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 10px; margin-bottom: 10px;  box-sizing: border-box; \"><img style=\"max-width: 100%; vertical-align: middle; box-sizing: border-box;\" class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534234196-1.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"font-size: 12px; color: rgb(255, 202, 0); box-sizing: border-box;\">\n<p style=\"text-align: center; box-sizing: border-box; margin-bottom: 15px;\">GNN\u6a21\u578b\u7684\u67b6\u6784\uff0c\u7c7b\u4f3c\u4e8e\u56fe\u50cf\u5904\u7406\u4e2d\u7684CNN\uff0cGNN\u53ef\u4ee5\u5bf9\u4e00\u4e2a\u7f51\u7edc\u8fdb\u884c\u5377\u79ef\u64cd\u4f5c\uff0c\u5e76\u505a\u7c97\u7c92\u5316\uff0c\u4ece\u800c\u5b9e\u73b0\u591a\u5c42\u4fe1\u53f7\u5904\u7406\uff0c\u6458\u81ea\u6587\u732e12<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"font-size: 14px; box-sizing: border-box;\">\n<p style=\"box-sizing: border-box; margin-bottom: 15px; line-height: 2em;\">\u5728\u5f88\u591a\u6587\u732e\u4e2d\uff0c\u4eba\u4eec\u4e0d\u4ec5\u7528CNN\u6765\u8bc6\u522b\u56fe\u50cf\uff0c\u66f4\u591a\u7684\u662f\u7528\u5b83\u6765\u63d0\u53d6\u56fe\u7247\u4e2d\u7269\u4f53\u7684\u7279\u5f81\u3002\u4f8b\u5982\u5728\u524d\u9762\u8bb2\u8ff0\u7684\u7528\u536b\u661f\u9065\u611f\u56fe\u50cf\u9884\u6d4b\u8d2b\u56f0\u7684\u5de5\u4f5c\u4e2d\uff0c\u7814\u7a76\u8005\u7528CNN\u7684\u6700\u4e3b\u8981\u76ee\u7684\u662f\u63d0\u53d6\u51fa\u56fe\u50cf\u4e2d\u5c4b\u9876\u3001\u9053\u8def\u7b49\u7279\u5f81\u3002\u6709\u4e86\u8fd9\u4e9b\u673a\u5668\u81ea\u52a8\u5b66\u4e60\u5f97\u5230\u7684\u7279\u5f81\u4e4b\u540e\uff0c\u6211\u4eec\u4fbf\u53ef\u4ee5\u5c06\u5b66\u597d\u7684\u7f51\u7edc\u7528\u4e8e\u5404\u79cd\u9886\u57df\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06CNN\u548cLSTM\u7ed3\u5408\uff0c\u4ece\u800c\u5b9e\u73b0 \u201c\u770b\u56fe\u8bf4\u8bdd\u201d\uff1b\u5c06CNN\u914d\u4e0a\u5f3a\u5927\u7684\u5f3a\u5316\u5b66\u4e60\uff0c\u5c31\u80fd\u5b9e\u73b0\u8ba9\u8ba1\u7b97\u673a\u548c\u4eba\u7c7b\u4e00\u6837\u770b\u7740\u89c6\u9891\u6253\u6e38\u620f\uff1b\u5c06CNN\u914d\u4e0a\u5f3a\u5927\u7684\u8499\u7279\u5361\u6d1b\u641c\u7d22\uff0c\u5c31\u80fd\u5b9e\u73b0\u6218\u80dc\u4eba\u7c7b\u5927\u5e08\u7684AlphaGo\u3002<\/p>\n<p style=\"box-sizing: border-box; margin-bottom: 15px; line-height: 2em;\">\u4e0e\u6b64\u7c7b\u4f3c\uff0c\u4e00\u65e6GNN\u6280\u672f\u5b9e\u73b0\u7a81\u7834\uff0c\u90a3\u4e48\u6211\u4eec\u5c31\u771f\u7684\u53ef\u4ee5\u901a\u8fc7\u7f51\u7edc\u6765\u5bf9\u5b8f\u89c2\u590d\u6742\u7cfb\u7edf\u8fdb\u884c\u8bca\u8109\u3002\u57ce\u5e02\u7684\u89c4\u5212\u5f88\u7cdf\u7cd5\u5417\uff1f\u8ba9\u6211\u4eec\u5229\u7528GNN\u626b\u63cf\u4e00\u4e0b\u57ce\u5e02\u7684\u9053\u8def\u7f51\u7edc\uff0c\u5c31\u80fd\u7ed9\u57ce\u5e02\u89c4\u5212\u6253\u5206\uff1b\u7f8e\u56fd\u548c\u4e2d\u56fd\u7684\u91d1\u878d\u5e02\u573a\u54ea\u4e00\u4e2a\u66f4\u5bb9\u6613\u5d29\u76d8\uff1f\u8ba9GNN\u626b\u63cf\u4e00\u4e0b\u5b83\u4eec\u5404\u81ea\u7684\u80a1\u7968\u76f8\u5173\u7f51\u7edc\u5c31\u80fd\u7ed9\u51fa\u7b54\u6848\uff1b\u4eca\u5929Facebook\u7684\u5fc3\u60c5\u5982\u4f55\uff1f\u8ba9GNN\u626b\u63cf\u4e00\u4e0b\u793e\u4ea4\u7f51\u7edc\u5c31\u80fd\u7ed9\u51fa\u7c7b\u4f3c\u8fd9\u6837\u7684\u63cf\u8ff0\uff1a\u201c\u4eca\u5929\u7684Facebook\u5fc3\u60c5\u5f88\u7cdf\uff0c\u56e0\u4e3a\u5fae\u4fe1\u53c8\u6316\u8d70\u4e86\u4e94\u5343\u4e07\u7528\u6237\u2026\u2026\u56e7\u201d\u3002<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" margin-top: 10px; margin-bottom: 10px; text-align: center; line-height: 1;  box-sizing: border-box; \">\n<section class=\"\" style=\"display: inline-block; vertical-align: top; box-sizing: border-box;\"><span style=\"width: 0px; display: inline-block; opacity: 0.6; border-left-width: 0.6em; border-left-style: solid; border-left-color: rgb(249, 110, 87); border-top-width: 0.5em !important; border-top-style: solid !important; border-top-color: transparent !important; border-bottom-width: 0.5em !important; border-bottom-style: solid !important; border-bottom-color: transparent !important; box-sizing: border-box;\"> <\/span><span style=\"width: 0px; display: inline-block; border-left-width: 0.6em; border-left-style: solid; border-left-color: rgb(249, 110, 87); border-top-width: 0.5em !important; border-top-style: solid !important; border-top-color: transparent !important; border-bottom-width: 0.5em !important; border-bottom-style: solid !important; border-bottom-color: transparent !important; box-sizing: border-box;\"> <\/span> <\/section>\n<section class=\"\" style=\"display: inline-block; vertical-align: top; line-height: 1.2; padding-left: 3px; padding-right: 3px; box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\">\u5c55\u671b<\/strong><\/section>\n<\/section>\n<section class=\"\" style=\"display: inline-block; vertical-align: top; box-sizing: border-box;\"><span style=\"width: 0px; display: inline-block; border-right-width: 0.6em; border-right-style: solid; border-right-color: rgb(249, 110, 87); border-top-width: 0.5em !important; border-top-style: solid !important; border-top-color: transparent !important; border-bottom-width: 0.5em !important; border-bottom-style: solid !important; border-bottom-color: transparent !important; box-sizing: border-box;\"> <\/span><span style=\"width: 0px; display: inline-block; opacity: 0.6; border-right-width: 0.6em; border-right-style: solid; border-right-color: rgb(249, 110, 87); border-top-width: 0.5em !important; border-top-style: solid !important; border-top-color: transparent !important; border-bottom-width: 0.5em !important; border-bottom-style: solid !important; border-bottom-color: transparent !important; box-sizing: border-box;\"> <\/span> <\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<p style=\"font-size: 14px; box-sizing: border-box; line-height: 2em; margin-bottom: 15px;\"><strong>\u590d\u6742\u7cfb\u7edf\u9700\u8981\u6df1\u5ea6\u5b66\u4e60\u5417\uff1f\u6211\u7684\u56de\u7b54\u5f53\u7136\u662f\u9700\u8981\u3002<\/strong>\u8fd9\u662f\u56e0\u4e3a\u6df1\u5ea6\u5b66\u4e60\u53ef\u4ee5\u81ea\u52a8\u5316\u63d0\u53d6\u5bf9\u8c61\u4e2d\u7684\u9690\u85cf\u7279\u5f81\uff0c\u8fd9\u5c06\u7ed3\u675f\u51e0\u5341\u5e74\u6765\u590d\u6742\u6027\u79d1\u5b66\u5bb6\u624b\u5de5\u53d1\u660e\u7279\u5f81\u6307\u6807\u7684\u5386\u53f2\u3002\u4eba\u7c7b\u7684\u667a\u6167\u867d\u7136\u95ea\u70c1\u7740\u7075\u5149\uff0c\u4f46\u9762\u5bf9\u5e9e\u5927\u7684\u6570\u636e\uff0c\u4eba\u5de5\u667a\u80fd\u8fd8\u662f\u66f4\u80dc\u4e00\u7b79\u3002\u4e00\u65e6GNN\u3001\u7f51\u7edc\u5d4c\u5165\u7b49\u6280\u672f\u83b7\u5f97\u7a81\u7834\uff0c\u6240\u6709\u7684\u7279\u5f81\u53d1\u73b0\u5c31\u5168\u90e8\u53d8\u6210\u4e86\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf\uff0c\u6211\u4eec\u4fbf\u53ef\u4ee5\u7ad9\u5728\u4e00\u4e2a\u66f4\u9ad8\u7684\u5c42\u6b21\u6765\u7406\u89e3\u590d\u6742\u7cfb\u7edf\u3002<\/p>\n<p style=\"font-size: 14px; box-sizing: border-box; line-height: 2em; margin-bottom: 15px;\">\u6df1\u5ea6\u5b66\u4e60\u5728\u56fe\u50cf\u9886\u57df\u4e2d\u7684\u5927\u91cf\u7a81\u7834\u544a\u8bc9\u6211\u4eec\uff0c\u4e00\u65e6\u673a\u5668\u53ef\u4ee5\u5b66\u4f1a\u81ea\u52a8\u63d0\u53d6\u7279\u5f81\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u4ee5\u4e00\u79cd\u4eba\u7c7b\u96be\u4ee5\u60f3\u8c61\u7684\u7cbe\u51c6\u5ea6\u6765\u8fdb\u884c\u9884\u6d4b\u548c\u8bc6\u522b\u3002\u4f8b\u5982\uff0c\u73b0\u5728\u6df1\u5ea6\u5b66\u4e60\u5728\u4eba\u8138\u8bc6\u522b\u7684\u51c6\u786e\u7387\u5df2\u7ecf\u9ad8\u8fbe99%\u4e86\uff0c\u800c\u4eba\u7c7b\u7684\u51c6\u786e\u7387\u4e5f\u4ec5\u4ec5\u53ea\u670997%\u3002\u6240\u4ee5\uff0c\u5728\u672a\u6765\uff0c\u7cbe\u786e\u5730\u8ba4\u8bc6\u3001\u8c03\u63a7\u590d\u6742\u7cfb\u7edf\u5e76\u975e\u5b8c\u5168\u4e0d\u53ef\u80fd\u3002<\/p>\n<p style=\"font-size: 14px; box-sizing: border-box; line-height: 2em; margin-bottom: 15px;\">\u800c\u66f4\u6709\u610f\u601d\u7684\u662f\uff0c\u5f53\u6211\u4eec\u628a\u6df1\u5ea6\u5b66\u4e60\u548c\u4f20\u7edf\u6280\u672f\uff0c\u5305\u62ec\u591a\u4e3b\u4f53\u6a21\u62df\u3001\u7cfb\u7edf\u52a8\u529b\u5b66\u76f8\u7ed3\u5408\uff0c\u5c31\u53ef\u80fd\u5b9e\u73b0\u5bf9\u590d\u6742\u7cfb\u7edf\u7684\u81ea\u52a8\u5efa\u6a21\u3002\u6211\u4eec\u53ef\u4ee5\u8bbe\u60f3\u8fd9\u6837\u4e00\u79cd\u673a\u5668\uff0c\u4f60\u53ea\u8981\u4e0d\u65ad\u5730\u5582\u7ed9\u5b83\u5927\u91cf\u7684\u6570\u636e\uff0c\u5b83\u5c31\u6709\u53ef\u80fd\u81ea\u52a8\u5410\u51fa\u6765\u4e00\u4e2a\u591a\u4e3b\u4f53\u6a21\u578b\uff0c\u5e76\u544a\u8bc9\u4f60\u7cbe\u786e\u8c03\u63a7\u7cfb\u7edf\u7684\u65b9\u6848\u3002\u5982\u679c\u80fd\u5b9e\u73b0\u8fd9\u4e00\u6b65\u7684\u8bdd\uff0c\u4eba\u5de5\u667a\u80fd\u5c31\u771f\u7684\u53ef\u4ee5\u7ba1\u7406\u793e\u4f1a\u4e86\u3002<\/p>\n<p style=\"font-size: 14px; box-sizing: border-box; line-height: 2em; margin-bottom: 15px;\">\u7136\u800c\uff0c\u53cd\u5bf9\u8bba\u8005\u6279\u8bc4\u6df1\u5ea6\u5b66\u4e60\u662f\u4e00\u4e2a\u9ed1\u7bb1\u6a21\u578b\uff1a\u5c3d\u7ba1\u5b83\u53ef\u4ee5\u5f88\u597d\u5730\u5de5\u4f5c\uff0c\u4f46\u6211\u4eec\u4eba\u7c7b\u4ecd\u7136\u65e0\u6cd5\u7406\u89e3\u3002\u8fd9\u5c31\u597d\u50cf\u4e2d\u533b\u770b\u75c5\uff0c\u5b8c\u5168\u51ed\u501f\u8001\u533b\u5e08\u7684\u4e2a\u4eba\u7ecf\u9a8c\u548c\u611f\u609f\uff0c\u65e0\u6cd5\u7ed9\u4f60\u4e00\u5957\u7b26\u5408\u897f\u533b\u79d1\u5b66\u6807\u51c6\u7684\u89e3\u91ca\u3002\u4f46\u662f\uff0c\u4e5f\u8bb8\u590d\u6742\u7cfb\u7edf\u5c31\u9700\u8981\u8fd9\u79cd\u4e2d\u533b\u5f0f\u7684\u601d\u7ef4\u65b9\u5f0f\u3002\u56e0\u4e3a\u5c31\u50cf\u5c0f\u8682\u8681\u65e0\u6cd5\u7406\u89e3\u8681\u7fa4\u7684\u884c\u4e3a\u4e00\u6837\uff0c\u8d85\u7ea7\u590d\u6742\u7684\u76f8\u4e92\u4f5c\u7528\u5173\u7cfb\u4e5f\u8bb8\u538b\u6839\u5c31\u4e0d\u662f\u6211\u4eec\u4eba\u8111\u667a\u6167\u53ef\u4ee5\u5904\u7406\u5f97\u4e86\u7684\u3002\u6211\u4eec\u53ea\u80fd\u501f\u52a9\u66f4\u52a0\u5f3a\u5927\u7684\u673a\u5668\u6765\u5e94\u4ed8\u8d85\u5927\u89c4\u6a21\u7684\u590d\u6742\u6027\u3002<\/p>\n<p style=\"box-sizing: border-box; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u53cd\u8fc7\u6765\u8bb2\uff0c<\/span><strong style=\"font-size: 14px;\">\u590d\u6742\u6027\u79d1\u5b66\u4e5f\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u66f4\u597d\u5730\u7406\u89e3\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b<\/strong><span style=\"font-size: 14px;\">\u3002\u4f8b\u5982\uff0c\u6700\u8fd1\u7684\u4e00\u6279\u7269\u7406\u5b66\u5bb6\u5c31\u5728\u5c1d\u8bd5\u7528\u53d8\u5206\u91cd\u6574\u5316\u7fa4\uff08Variational renormalization group\uff09\u7684\u65b9\u6cd5\u6765\u7406\u89e3\u6df1\u5ea6\u5b66\u4e60\u7f51\u7edc<\/span><span style=\"font-size: 10px;\">\u301013\u3011<\/span><span style=\"font-size: 14px;\">\uff0c\u6bcf\u589e\u52a0\u4e00\u5c42\u795e\u7ecf\u5143\u8282\u70b9\u5c31\u662f\u5728\u5bf9\u539f\u95ee\u9898\u8fdb\u884c\u66f4\u9ad8\u5c42\u6b21\u7684\u7c97\u7c92\u5316\u3002\u6240\u4ee5\uff0c\u5c42\u6b21\u7684\u52a0\u6df1\u6709\u52a9\u4e8e\u6211\u4eec\u4ece\u66f4\u9ad8\u7684\u5c3a\u5ea6\u53bb\u628a\u63e1\u6570\u636e\u4e2d\u7684\u89c4\u5f8b\u3002<\/span><\/p>\n<p style=\"font-size: 14px; box-sizing: border-box; line-height: 2em; margin-bottom: 15px;\">\u603b\u800c\u8a00\u4e4b\uff0c\u957f\u671f\u4ee5\u6765\u590d\u6742\u6027\u79d1\u5b66\u5c31\u662f\u4e00\u4e2a\u975e\u5e38\u5177\u6709\u5305\u5bb9\u6027\u7684\u5b66\u79d1\u3002\u5b83\u662f\u5404\u79cd\u6570\u7406\u65b9\u6cd5\u3001\u5de5\u7a0b\u6280\u672f\u7684\u5927\u7194\u7089\u3002\u6240\u4ee5\uff0c\u5c06\u6df1\u5ea6\u5b66\u4e60\u878d\u5165\u590d\u6742\u7cfb\u7edf\u662f\u4e00\u4e2a\u5fc5\u7136\u8d8b\u52bf\u3002<\/p>\n<p style=\"font-size: 14px; box-sizing: border-box; line-height: 2em; margin-bottom: 5px;\"><span style=\"color: rgb(255, 76, 65);\"><strong>\u8bfb\u4e66\u4f1a\u62a5\u540d\u94fe\u63a5\uff1a<br  \/><\/strong><\/span><\/p>\n<p style=\"font-size: 14px; box-sizing: border-box; line-height: 2em; margin-bottom: 5px;\"><span style=\"color: rgb(255, 76, 65);\"><strong><img      src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534234196.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/strong><\/span><span style=\"line-height: 2em; color: rgb(255, 76, 65);\"><strong>\u9605\u8bfb\u539f\u6587\uff1a<\/strong><\/span><strong style=\"line-height: 2em;\">\u6df1\u5ea6\u201c\u6df1\u5ea6\u5b66\u4e60\u201d\u8bfb\u4e66\u4f1a\u7b2c\u4e00\u671fPPT<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">\n<p><strong><span style=\"font-size: 14px;\">\u53c2\u8003\u6587\u732e\uff1a<\/span><\/strong><\/p>\n<p><span style=\"font-size: 14px;\"><\/span><\/p>\n<ol class=\"list-paddingleft-2\" style=\"list-style-type: decimal;\">\n<li>\n<p style=\"text-align:justify;text-justify:inter-ideograph\"><span style=\"font-size: 14px;\">Jean N, Burke M, Xie M, et al. 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Miklov: Efficient Estimation of Word Representations in Vector Space, 2013<\/span><\/p>\n<\/li>\n<li>\n<p style=\"text-align:justify;text-justify:inter-ideograph\"><span style=\"font-size: 14px;\">Perozzi B, Al-Rfou R, Skiena S. DeepWalk: Online Learning of Social Representations[J]. arXiv preprint arXiv:1403.6652, 2014.<\/span><\/p>\n<\/li>\n<li>\n<p style=\"text-align:justify;text-justify:inter-ideograph\"><span style=\"font-size: 14px;\">Aditya Grover, Jure Leskovec. node2vec: Scalable Feature Learning for Networks. KDD 2016. <\/span><\/p>\n<\/li>\n<li>\n<p style=\"text-align:justify;text-justify:inter-ideograph\"><span style=\"font-size: 14px;\">R Fu et al: Learning Semantic Hierarchies via Word Embeddings, Meeting of the Association for Computational Linguistics, 2014<\/span><\/p>\n<\/li>\n<li>\n<p style=\"text-align:justify;text-justify:inter-ideograph\"><span style=\"font-size: 14px;\">Lin Y, Liu Z, Sun M, et al. 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Computer Science, 2014.<\/span><\/p>\n<\/li>\n<\/ol>\n<p><br  \/><\/p>\n<hr  \/>\n<p style=\"max-width: 100%; min-height: 1em; text-align: center; font-size: 19px; line-height: 23.2727px; color: rgb(71, 193, 168); box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><img     width=\"22px\" style=\"margin-right: auto; margin-left: auto; display: block; box-sizing: border-box !important; word-wrap: break-word !important; visibility: visible !important; width: auto !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534234196.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"max-width: 100%; color: rgb(0, 0, 0); font-size: 14px; line-height: 21.12px; box-sizing: border-box !important; word-wrap: break-word !important;\">\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01<\/span><br  \/><\/p>\n<section style=\"font-size: 14px; white-space: normal; max-width: 100%; text-align: center; line-height: 20px; color: rgb(71, 193, 168); box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\">\n<section style=\"margin: 10px auto; padding: 10px; max-width: 100%; width: 180px; border: 2px dashed rgb(132, 132, 132); box-sizing: border-box !important; word-wrap: break-word !important;\"><img      width=\"auto\" style=\"box-sizing: border-box !important; word-wrap: break-word !important; visibility: visible !important; width: auto !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534234196.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/section>\n<\/section>\n<p style=\"color: rgb(62, 62, 62); font-size: 14px; max-width: 100%; min-height: 1em; text-align: center; line-height: 24.8889px; box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><span style=\"max-width: 100%; font-size: 14px; color: rgb(0, 0, 0); box-sizing: border-box !important; word-wrap: break-word !important;\">\u957f\u6309\u8bc6\u522b\u4e8c\u7ef4\u7801\uff0c\u5173\u6ce8\u96c6\u667aClub\uff0c<\/span><\/p>\n<p style=\"max-width: 100%; min-height: 1em; text-align: center; font-size: 19px; line-height: 23.2727px; color: rgb(71, 193, 168); box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><span style=\"max-width: 100%; font-size: 14px; color: rgb(0, 0, 0); box-sizing: border-box !important; word-wrap: break-word !important;\">\u8ba9\u6211\u4eec\u79bb\u79d1\u5b66\u63a2\u7d22\u66f4\u8fd1\u4e00\u6b65\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<blockquote class='keep-source'>\n<p>\u59cb\u53d1\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7\uff1a                         \u96c6\u667a\u4ff1\u4e50\u90e8                      <\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5c3d\u7ba1\u590d\u6742\u6027\u79d1\u5b66\u4e00\u76f4\u5728\u8ffd\u6c42\u4e00\u5927\u7c7b\u7ec8\u6781\u95ee\u9898\u7684\u7b54\u6848\uff0c\u5982\u751f\u547d\u7684\u8d77\u6e90\u3001\u590d\u6742\u6027\u7684\u8d77\u6e90\u7b49\u3002\u4f46\u5176\u5b9e\u5b83\u7684\u53d1\u5c55\u5b8c\u5168\u662f\u7814\u7a76\u65b9\u6cd5\u9a71\u52a8\u7684\u3002\u4f8b\u5982\u5728\u8ba1\u7b97\u673a\u51fa\u73b0\u4e4b\u524d\uff0c\u4eba\u4eec\u662f\u7528\u54f2\u5b66\u601d\u8fa8\u548c\u6570\u5b66\u65b9\u7a0b\u6765\u7814\u7a76\u590d\u6742\u7cfb\u7edf\uff1b\u5230\u4e8690\u5e74\u4ee3\uff0c\u5723\u5854\u83f2\u5b66\u6d3e\u5174\u8d77\uff0c\u591a\u4e3b\u4f53\u4eff\u771f\u3001\u590d\u6742\u81ea\u9002\u5e94\u7cfb\u7edf\u65b9\u6cd5\u5e2d\u5377\u4e86\u5404\u4e2a\u7814\u7a76\u9886\u57df\uff1b2000\u5e74\u4ee5\u540e\uff0c\u590d\u6742\u7f51\u7edc\u5d1b\u8d77\uff0c\u5c0f\u4e16\u754c\u548c\u65e0\u6807\u5ea6&#8230;<\/p>\n","protected":false},"author":1,"featured_media":8494,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[19],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/8493"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=8493"}],"version-history":[{"count":1,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/8493\/revisions"}],"predecessor-version":[{"id":8511,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/8493\/revisions\/8511"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/8494"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8493"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8493"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8493"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=8493"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}