{"id":11802,"date":"2018-10-08T01:00:00","date_gmt":"2018-10-07T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/%e8%ae%ba%e6%96%87%e8%a7%a3%e8%af%bb%ef%bc%9a%e7%bd%91%e7%bb%9c%e7%a7%91%e5%ad%a6%e5%a6%82%e4%bd%95%e6%89%93%e5%bc%80%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%9a%84%e9%bb%91%e7%ae%b1%ef%bc%9f\/"},"modified":"2018-12-04T18:08:25","modified_gmt":"2018-12-04T10:08:25","slug":"%e8%ae%ba%e6%96%87%e8%a7%a3%e8%af%bb%ef%bc%9a%e7%bd%91%e7%bb%9c%e7%a7%91%e5%ad%a6%e5%a6%82%e4%bd%95%e6%89%93%e5%bc%80%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%9a%84%e9%bb%91%e7%ae%b1%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=11802","title":{"rendered":"\u8bba\u6587\u89e3\u8bfb\uff1a\u7f51\u7edc\u79d1\u5b66\u5982\u4f55\u6253\u5f00\u6df1\u5ea6\u5b66\u4e60\u7684\u9ed1\u7bb1\uff1f"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<div class=\"post-image\"><img style=\"width: 612px !important\" class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma8-1539003607.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<p><span>\u6587\u672b\u9644\u8bba\u6587\u5730\u5740<\/span><\/p>\n<section class=\"mpa-template\">\n<section class=\"\">\n<section><span><strong><span>\u5bfc\u8bed<\/span><\/strong><\/span><\/section>\n<section>\n<section>\n<section>\n<p style=\"clear: both;min-height: 1em\"><span>\u968f\u7740AI\u7cfb\u7edf\uff0c\u5c24\u5176\u662f\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5728\u5b66\u672f\u754c\u548c\u4f01\u4e1a\u754c\u7684\u5f00\u679d\u6563\u53f6\uff0c\u5f7b\u5e95\u6253\u5f00\u7b97\u6cd5\u7684\u9ed1\u7bb1\u53d8\u5f97\u65e5\u76ca\u91cd\u8981\u3002\u672c\u6587\u5c1d\u8bd5\u4ece\u590d\u6742\u7f51\u7edc\u7684\u89d2\u5ea6\u4e3a\u8be5\u89e3\u51b3\u95ee\u9898\u63d0\u4f9b\u601d\u8def\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u4ece\u590d\u6742\u7f51\u7edc<span><\/span><\/strong><\/span><\/p>\n<p><span><strong>\u5207\u5165\u6df1\u5ea6\u5b66\u4e60<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u5982\u4eca\uff0c\u4ee5\u591a\u5c42\u795e\u7ecf\u7f51\u7edc\u4e3a\u7279\u70b9\u7684\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u6b63\u662f\u98ce\u534e\u6b63\u8302\uff0c\u4e0d\u4ec5\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7b49\u4f20\u7edf\u9886\u57df\u5927\u653e\u5f02\u5f69\uff0c\u5728\u65f6\u5e8f\u6570\u636e\u548c\u590d\u6742\u7f51\u7edc\u5206\u6790\u7b49\u9886\u57df\u4e5f\u653b\u57ce\u7565\u5730\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u591a\u5c42\u795e\u7ecf\u7f51\u7edc\u80fd\u53d6\u5f97\u5982\u6b64\u8f89\u714c\u7684\u6210\u7ee9\uff0c\u79bb\u4e0d\u5f00\u5176\u591a\u5c42\u975e\u7ebf\u6027\u7ed3\u6784\u5f3a\u5927\u7684\u62df\u5408\u80fd\u529b\uff0c\u4f46\u4e5f\u662f\u7531\u4e8e\u8fd9\u79cd\u590d\u6742\u7ed3\u6784\uff0c\u5bf9\u795e\u7ecf\u7f51\u7edc\u5185\u90e8\u673a\u7406\u7684\u89e3\u6790\u56f0\u96be\u91cd\u91cd\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u4ee5\u6df1\u5ea6\u4fe1\u5ff5\u7f51\u7edc(deep belief networks\uff0cDBN)\u4e3a\u4f8b\uff0c\u8be5\u751f\u6210\u5f0f\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u80fd\u4ee5\u975e\u76d1\u7763\u5b66\u4e60\u7684\u65b9\u5f0f\u6316\u6398\u51fa\u5927\u6570\u636e\u96c6\u4e2d\u590d\u6742\u7684\u7edf\u8ba1\u7ed3\u6784\u3002\u867d\u7136DBN\u80fd\u5728\u7edf\u8ba1\u5b66\u6846\u67b6\u4e0b\u89c4\u8303\u8868\u8ff0\uff0c\u4f46\u662f\u8fd9\u79cd\u81ea\u7ec4\u7ec7\u7cfb\u7edf\u6d8c\u73b0\u51fa\u7684\u52a8\u529b\u5b66\u4ecd\u6ca1\u6709\u89e3\u6790\u8868\u793a\uff0c\u5bfc\u81f4\u7f51\u7edc\u5185\u90e8\u529f\u80fd\u4ecd\u65e7\u662f\u4e00\u56e2\u8ff7\u3002<\/span><\/p>\n<p style=\"text-align: center;line-height: 2em\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma9-1539003608.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p><span>\u7531\u591a\u5c42\u53d7\u9650\u73bb\u5c14\u5179\u66fc\u673a\u5806\u53e0\u800c\u6210\u7684\u6df1\u5ea6\u4fe1\u5ff5\u7f51\u7edc<\/span><\/p>\n<\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: left\"><span style=\"font-size: 15px\">\u5982\u4e0a\u56fe\u6240\u793a\uff0c\u5728\u7f51\u7edc\u79d1\u5b66\u7684\u89d2\u5ea6\u4e0b\uff0cDBN\u53ef\u4ee5\u770b\u4f5c\u662f\u4e00\u4e2a\u5e26\u6743k\u5206\u56fe(k-patite graph, k\u8868\u793a\u7f51\u7edc\u5c42\u6570)\u3002\u7528\u6210\u719f\u7684\u590d\u6742\u7f51\u7edc\u79d1\u5b66\u6280\u672f\u624b\u6bb5\u6765\u7406\u89e3\u8fd9\u4e2a\u7cfb\u7edf\uff0c\u5206\u6790\u5b66\u4e60\u524d\u548c\u5b66\u4e60\u540e\u7f51\u7edc\u7ed3\u6784\u7684\u53d8\u5316\uff0c\u4fbf\u6210\u4e3a\u4e00\u79cd\u663e\u7136\u7684\u89e3\u6790\u601d\u8def\u3002<\/span><\/p>\n<\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: left\"><span style=\"font-size: 15px\">\u8fd1\u65e5\uff0c\u51e0\u4f4d\u610f\u5927\u5229\u7814\u7a76\u8005\u5728\u5176\u653e\u5728arXiv\u4e0a\u7684\u8bba\u6587(<\/span><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247491642&amp;idx=2&amp;sn=465e42bdfd29c03f32184388e74f5b96&amp;chksm=e897bab7dfe033a16a14bd5df5d8f7bc36c4122bb9b221eb96cf1349da986626728398d02544&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 15px;text-decoration: underline\"><span style=\"font-size: 15px\">Deep learing systems as complex networks<\/span><\/a><span style=\"font-size: 15px\">)\u4e2d\u7387\u5148\u505a\u4e86\u8fd9\u65b9\u9762\u7684\u5c1d\u8bd5\u3002<\/span><\/p>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u5b9e\u9a8c\u8bbe\u7f6e<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: left\"><span style=\"font-size: 15px\">\u7814\u7a76\u8005\u9488\u5bf9MNIST\u624b\u5199\u4f53\u8bc6\u522b\u4efb\u52a1\uff0c\u5206\u6790\u4e86\u4e00\u4e2a\u4e09\u5c42\u7684DBN\u3002\u8be5\u7f51\u7edc\u7531v1-h1, h1-h2\u548ch2-h3\u4e09\u4e2a\u53d7\u9650\u73bb\u5c14\u5179\u66fc\u673a\u5806\u53e0\u800c\u6210\uff0c\u5176\u4e2dv1\u662f\u8f93\u5165\u5c42\uff0chi\u4e3a\u9690\u542b\u5c42\uff0c\u7f51\u7edc\u91c7\u7528\u9010\u5c42\u8d2a\u5fc3\u7684\u975e\u76d1\u7763\u65b9\u5f0f\u8bad\u7ec3\uff0c\u91c7\u7528\u5bf9\u6bd4\u6563\u5ea6(contrastive divergence)\u8fdb\u884c\u53c2\u6570\u66f4\u65b0\u3002<\/span><\/p>\n<\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: left\"><span style=\"font-size: 15px\">\u56e0\u4e3a\u624b\u5199\u4f53\u6570\u636e\u96c6\u6bcf\u5f20\u56fe\u7247\u90fd\u662f28&#215;28\u7684\u7070\u5ea6\u56fe\uff0c\u53ef\u5c55\u6210\u957f784\u7684\u4e00\u7ef4\u6570\u7ec4\uff0c\u6545\u8f93\u5165\u5c42v1\u542b\u6709784\u4e2a\u795e\u7ecf\u5143\uff0c\u5176\u4f59\u5404\u5c42\u5206\u522b\u542b\u6709500\uff0c500\uff0c2000\u4e2a\u795e\u7ecf\u5143\uff0c\u53c2\u6570\u91cf\u5927\u7ea6\u4e3a160\u4e07\u3002\u8003\u8651\u5230\u524d\u5411\u548c\u540e\u5411\u4f20\u64ad\u7684\u8fde\u8fb9\u6743\u91cd\uff0c\u7f51\u7edc\u7684\u6574\u4f53\u53c2\u6570\u53ef\u4ee5\u8868\u793a\u5982\u4e0b\uff1a<\/span><\/p>\n<\/p>\n<div class=\"post-image\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma9-1539003608.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\">\u4e3a\u4e86\u4ece\u4e09\u5c42DBN\u5f97\u5230\u4e00\u4e2a\u975e\u5e73\u51e1\u7684\u590d\u6742\u7f51\u7edc\u7ed3\u6784\uff0c\u4f5c\u8005\u4e3a\u8fde\u8fb9\u6743\u91cd\u8bbe\u5b9a\u4e86\u4e00\u4e2a\u9608\u503c\uff1a\u82e5\u4e24\u795e\u7ecf\u5143\u8fde\u8fb9\u6743\u91cd\u9ad8\u4e8e\u9608\u503c\uff0c\u5219\u8ba4\u4e3a\u4e24\u8005\u6709\u8fde\u8fb9\uff0c\u5426\u5219\u6ca1\u6709\u8fde\u8fb9\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\">\u5982\u6b64\uff0c\u5c31\u5f97\u5230\u4e00\u4e2a\u65e0\u6743\u65e0\u5411\u7684\u590d\u6742\u7f51\u7edc<\/span>\u3002<\/p>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u590d\u6742\u7f51\u7edc\u7684\u5206\u6790\u5de5\u5177<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\">\u4e3a\u4e86\u5206\u6790\u7f51\u7edc\u6027\u8d28\uff0c\u4f5c\u8005\u8bbe\u8ba1\u4e86\u5173\u6ce8\u4e86\u51e0\u4e2a\u7edf\u8ba1\u91cf\uff1a<\/span><\/p>\n<\/p>\n<section>\n<ol style=\"list-style-type: decimal;margin-left: 8px;margin-right: 8px\" class=\"list-paddingleft-2\">\n<li>\n<p style=\"line-height: 1.75em;text-align: left\"><strong><span style=\"font-size: 15px\">\u795e\u7ecf\u7f51\u7edc\u8fde\u8fb9\u6743\u91cd\u5206\u5e03<\/span><\/strong><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em;text-align: left\"><strong><span style=\"font-size: 15px\">\u795e\u7ecf\u5143\u5f3a\u5ea6\u5206\u5e03<\/span><\/strong><\/p>\n<\/li>\n<p style=\"line-height: 1.75em;text-align: left\"><span>\u5b9a\u4e49\uff1a\u8be5\u8282\u70b9\u5230\u4e0b\u4e00\u5c42\u6240\u6709\u8282\u70b9\u8fde\u8fb9\u6743\u91cd\u4e4b\u548c<\/span><\/p>\n<li>\n<p style=\"line-height: 1.75em;text-align: left\"><strong><span style=\"font-size: 15px\">\u795e\u7ecf\u5143\u5ea6\u5206\u5e03<\/span><\/strong><\/p>\n<\/li>\n<p style=\"line-height: 1.75em;text-align: left\"><span>\u5728\u65e0\u6743\u7f51\u7edc\u57fa\u7840\u4e0a\u8003\u8651\u8282\u70b9\u5ea6<\/span><\/p>\n<li>\n<p style=\"line-height: 1.75em;text-align: left\"><strong><span style=\"font-size: 15px\">\u795e\u7ecf\u5143\u7684\u611f\u53d7\u57df<\/span><\/strong><\/p>\n<\/li>\n<\/ol>\n<\/section>\n<p><span><strong>\u8fde\u8fb9\u6743\u91cd\u5206\u5e03<\/strong><\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\">\u795e\u7ecf\u7f51\u7edc\u521d\u59cb\u5316\u65f6\u5404\u5c42\u6743\u91cd\u90fd\u662f\u6839\u636e\u9ad8\u65af\u5206\u5e03\u521d\u59cb\u5316\uff0c\u5747\u503c\u4e3a0\uff08\u56feA\uff09\uff0c\u800c\u7ecf\u8fc7\u5b66\u4e60\u4e4b\u540e\uff0c\u7f51\u7edc\u8fde\u8fb9\u6743\u91cd\u5206\u5e03\u7684\u5747\u503c\u5411\u8d1f\u6570\u79fb\u52a8\uff0c\u7531\u4e8e\u504f\u5ea6\u7684\u589e\u52a0\uff0c\u6743\u91cd\u5206\u5e03\u4e5f\u4e0d\u518d\u662f\u4e00\u4e2a\u9ad8\u65af\u5206\u5e03\u3002<\/span><\/p>\n<\/p>\n<div class=\"post-image\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma8-1539003608.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\">\u4e3a\u4ec0\u4e48\u4f1a\u51fa\u73b0\u8fd9\u79cd\u60c5\u51b5\u5462\uff1f\u6211\u4eec\u628a\u5404\u5c42\u6743\u91cd\u5355\u72ec\u6253\u5370\u51fa\u6765\uff0c\u53d1\u73b0\u7b2c\u4e00\u5c42\u548c\u7b2c\u4e09\u5c42\uff08D\u3001F\u56fe\uff09\u51fa\u73b0\u4e86\u5747\u503c\u504f\u79fb\u548c\u504f\u5ea6\u589e\u52a0\uff0c\u800c\u7b2c\u4e8c\u5c42\u7684\u6743\u91cd\u4ecd\u7136\u975e\u5e38\u50cf\u662f\u9ad8\u65af\u5206\u5e03\uff0c\u4f46\u662f\u5176\u51fa\u73b0\u4e86\u957f\u5c3e\u73b0\u8c61\u3002\u6240\u4ee5\uff0cB\u56fe\u4e2d\u9ad8\u65af\u5206\u5e03\u6d88\u5931\u7684\u60c5\u51b5\uff0c\u53ef\u80fd\u662f\u7531\u4e8e\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u53c2\u6570\u5206\u5e03\u65b9\u5dee\u589e\u5927\u6240\u81f4\u3002  <\/span><\/p>\n<\/p>\n<div class=\"post-image\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma7-1539003609.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<\/p>\n<p><strong><span>\u795e\u7ecf\u5143\u5f3a\u5ea6\u5206\u5e03<\/span><\/strong><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left\"><span style=\"font-size: 15px\">\u8003\u8651\u5230\u4e0a\u56fe\u6240\u793a\u7684\u6743\u91cd\u5206\u5e03\uff0c\u4f60\u5f88\u5bb9\u6613\u60f3\u5230\u7b2c\u4e00\u5c42\u795e\u7ecf\u5143\u7684\u5f3a\u5ea6\u5206\u5e03\u51e0\u4e4e\u90fd\u662f\u8d1f\u6570\uff0c\u5b9e\u9a8c\u7ed3\u679c\u4e5f\u652f\u6301\u8fd9\u6837\u7684\u7ed3\u8bba\uff0c\u8bf4\u660e\u8f93\u5165\u5c42\u795e\u7ecf\u5143\u5bf9\u9ad8\u5c42\u4e3b\u8981\u662f\u8d77\u5230\u6291\u5236\u4f5c\u7528\u3002\u800c\u6700\u540e\u4e00\u5c42\u795e\u7ecf\u5143\u7684\u5f3a\u5ea6\u5206\u5e03\u6700\u5927\u503c\u8fbe\u5230\u4e8610\u5de6\u53f3\uff0c\u8fd9\u662f\u9ad8\u5c42\u795e\u7ecf\u5143\u4fe1\u606f\u5197\u4f59\u7684\u4f53\u73b0\uff0c\u5177\u4f53\u5c06\u5728\u4e0b\u6587\u8bf4\u660e\u3002<\/span><\/p>\n<\/p>\n<p><span><strong>\u5229\u7528\u611f\u53d7\u57df\u5bf9\u795e\u7ecf\u5143\u8fdb\u884c\u529f\u80fd\u533a\u5212\u5206<\/strong><\/span><\/p>\n<\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: left\"><span style=\"font-size: 15px\">\u795e\u7ecf\u5143\u7684\u611f\u53d7\u57df\u53ef\u4ee5\u770b\u4f5c\u5bf9\u5176\u529f\u80fd\u7684\u53ef\u89c6\u5316\u63cf\u8ff0\uff1a\u4e00\u4e2a\u795e\u7ecf\u5143\u7684\u611f\u53d7\u57df\u8868\u793a\u5728\u5b66\u4e60\u8fc7\u7a0b\u4e2d\uff0c\u8be5\u795e\u7ecf\u5143\u5bf9\u8f93\u5165\u7684\u7279\u5f81\u63d0\u53d6\u3002\u5bf9\u4e8e\u4e00\u4e2a\u590d\u6742\u7f51\u7edc\uff0c\u5212\u5206\u76f8\u540c\u51fa\u529f\u80fd\u76f8\u540c\u7684\u533a\u57df\u662f\u5206\u6790\u8fc7\u7a0b\u4e2d\u975e\u5e38\u91cd\u8981\u7684\u4e00\u6b65\uff0c\u800c\u611f\u53d7\u57df\u662f\u5bf9\u795e\u7ecf\u5143\u529f\u80fd\u975e\u5e38\u62bd\u8c61\u7684\u63cf\u8ff0\uff0c\u4ee5\u6b64\u4f5c\u4e3a\u795e\u7ecf\u5143\u529f\u80fd\u5212\u5206\u7684\u4f9d\u636e\uff0c\u662f\u6bd4\u8f83\u81ea\u7136\u7684\u60f3\u6cd5\u3002<\/span><\/p>\n<\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: left\"><span style=\"font-size: 15px\">\u8bba\u6587\u4e2d\u4f5c\u8005\u753b\u51fa\u4e86\u6bcf\u4e2a\u9690\u542b\u5c42\u795e\u7ecf\u5143\u7684\u611f\u53d7\u57df\uff08\u5e76\u8868\u793a\u621028*28\u7684\u7070\u5ea6\u56fe\uff09\uff0c\u7136\u540e\u5229\u7528EMD\u8ddd\u79bb\u5c06\u8fd9\u4e9b\u7070\u5ea6\u56fe\u805a\u4e3a20\u7c7b\uff0c\u5176\u4e2d\u6bcf\u4e00\u7c7b\u4e2d\u90e8\u5206\u795e\u7ecf\u5143\u611f\u53d7\u57df\u548c\u6bcf\u4e00\u7c7b\u4e4b\u95f4\u7684\u8ddd\u79bb\u5982\u4e0b\u5206\u5c42\u805a\u7c7b\u56fe\uff1a<\/span><\/p>\n<\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: left\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma6-1539003609.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: left\"><span style=\"font-size: 15px\">\u611f\u53d7\u57df\u76f8\u4f3c\u7684\u795e\u7ecf\u5143\u88ab\u5206\u6210\u4e86\u76f8\u540c\u7684\u7c7b\uff0c\u6bcf\u4e00\u7c7b\u53ef\u4ee5\u770b\u4f5c\u662f\u5177\u6709\u76f8\u540c\u529f\u80fd\u7684\u795e\u7ecf\u5143\u96c6\u5408\u3002\u8fd9\u6837\uff0c\u6211\u4eec\u5c31\u5b8c\u6210\u4e86\u5bf9\u7f51\u7edc\u529f\u80fd\u5206\u533a\u7684\u5212\u5206\uff0c\u4e5f\u5373\u6bcf\u4e00\u7c7b\u4f5c\u4e3a\u7f51\u7edc\u5177\u6709\u76f8\u540c\u529f\u80fd\u7684\u5b50\u7f51\u7edc\u3002<\/span><\/p>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u795e\u7ecf\u7f51\u7edc<\/strong><\/span><\/p>\n<p><span><strong>\u529f\u80fd\u4e0e\u7ed3\u6784\u7684\u5173\u7cfb<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u4e0a\u4e00\u5c0f\u8282\u4e2d\uff0c\u4f5c\u8005\u5229\u7528\u611f\u53d7\u57df\u5c06\u7f51\u7edc\u5212\u5206\u6210\u4e86\u4e0d\u540c\u7684\u529f\u80fd\u5206\u533a\uff0c\u5373\u5c06\u4e0a\u8ff0\u65e0\u6743\u7f51\u7edc\u62c6\u5206\u621020\u4e2a\u5b50\u7f51\u7edc\u3002\u90a3\u4e48\u4e0d\u540c\u5206\u533a\u4e2d\u7684\u795e\u7ecf\u5143\u7684\u7ed3\u6784\u6027\u8d28\u6709\u4f55\u4e0d\u540c\u5462\uff1f\u4f5c\u8005\u5206\u6790\u4e86\u4e0d\u540c\u5206\u533a\u4e2d\u5982\u4e0b\u4e09\u4e2a\u7ed3\u6784\u4fe1\u606f\uff1a<\/span><\/p>\n<\/p>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: circle;margin-left: 8px;margin-right: 8px\">\n<li>\n<p style=\"line-height: 1.75em\"><strong><span style=\"font-size: 15px\">\u5e73\u5747\u5ea6\u503c<\/span><\/strong><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em\"><strong><span style=\"font-size: 15px\">\u5e73\u5747\u5f3a\u5ea6\u503c<\/span><\/strong><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em\"><strong><span style=\"font-size: 15px\">\u6700\u8fd1\u90bb\u5c45\u7684\u5e73\u5747\u5ea6\u503c<\/span><\/strong><\/p>\n<\/li>\n<\/ul>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma1-1539003609.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u4e0a\u56fe\u4e00\u4e2a\u5c0f\u5708\u4ee3\u8868\u4e00\u4e2a\u529f\u80fd\u5206\u533a\uff0c\u6bcf\u4e00\u5217\u4ee3\u8868\u4e24\u4e2a\u7edf\u8ba1\u91cf\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u6bcf\u4e00\u884c\u8868\u793a\u7b2c\u4e00\u4e2a\u9690\u542b\u5c42\uff0c\u7b2c\u4e8c\u884c\u4ee3\u8868\u7b2c\u4e8c\u4e2a\u9690\u542b\u5c42\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u7531\u7b2c\u4e00\u5217\u7684\u5206\u5e03\u60c5\u51b5\uff0c\u53ef\u4ee5\u53d1\u73b0\u795e\u7ecf\u5143\u5ea6\u503c\u548c\u5176\u90bb\u5c45\u5ea6\u503c\u6ca1\u6709\u76f8\u5173\u6027\uff0c\u8bf4\u660e\u795e\u7ecf\u7f51\u7edc\u5728\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u5e76\u6ca1\u6709\u53d1\u5c55\u51fa\u4efb\u4f55\u540c\u914d\u6027\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u5bf9\u4e8e\u5e73\u5747\u5ea6\u548c\u5e73\u5747\u5f3a\u5ea6\u7684\u5173\u7cfb\uff08\u7b2c\u4e8c\u5217\uff09\uff0c\u5047\u8bbe\u8282\u70b9\u7684\u5ea6\u548c\u4e24\u8fb9\u7684\u6743\u91cd\u6ca1\u6709\u76f8\u5173\u6027\uff0c\u5bb9\u6613\u5f97\u51fa\u8282\u70b9\u7684\u5f3a\u5ea6\u548c\u5176\u5ea6\u503c\u662f\u6210\u6bd4\u4f8b\u5173\u7cfb\u7684\uff0c\u4e5f\u5c31\u662f\u8bf4\u5ea6\u503c\u548c\u5f3a\u5ea6\u6240\u643a\u5e26\u7684\u4fe1\u606f\u76f8\u4e92\u91cd\u53e0\u3002\u800c\u5728\u4e0a\u56fe\u7b2c\u4e8c\u5217\u4e2d\uff0c\u8282\u70b9\u5ea6\u503c\u548c\u5f3a\u5ea6\u5e76\u6ca1\u6709\u7b80\u5355\u7684\u5448\u73b0\u51fa\u6bd4\u4f8b\u5173\u7cfb\uff08\u6bcf\u5c42\u7684\u76ae\u5c14\u68ee\u7cfb\u6570\u5206\u522b\u4e3a\uff1a0.56\uff0c-0.72\uff0c0.87\uff09<\/span>\u3002<\/p>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u7b14\u8005\u540e\u8bb0<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u8fd9\u7bc7\u6587\u7ae0\u5c06\u7f51\u7edc\u79d1\u5b66\u7684\u5206\u6790\u65b9\u6cd5\u7528\u5728\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u4e0a\u7684\u505a\u6cd5\u503c\u5f97\u501f\u9274\uff0c\u5c24\u5176\u662f\u5982\u4f55\u5c06\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u8f6c\u5316\u4e3a\u975e\u5e73\u51e1\u7684\u590d\u6742\u7f51\u7edc\uff0c\u5982\u4f55\u5bf9\u8be5\u590d\u6742\u7f51\u7edc\u8fdb\u884c\u529f\u80fd\u533a\u5212\u5206\u7684\u65b9\u6cd5\u3002<\/span><\/p>\n<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span style=\"font-size: 15px\">\u4f46\u662f\u6587\u4e2d\u7684\u7ed3\u8bba\u6bd4\u8f83\u7fb8\u5f31\uff0c\u53ea\u7528\u5230\u4e86\u7f51\u8def\u79d1\u5b66\u4e2d\u7684\u7edf\u8ba1\u5206\u6790\u5de5\u5177\uff0c\u5f97\u51fa\u4e86\u4e00\u4e9b\u5b9a\u6027\u7684\u7ed3\u679c\u3002\u66f4\u52a0\u6df1\u523b\u7684\u7ed3\u8bba\uff0c\u8fd8\u6709\u5f85\u7814\u7a76\u8005\u5c06\u590d\u6742\u7f51\u8def\u4e2d\u66f4\u52a0\u6df1\u523b\u7684\u5de5\u5177\u548c\u65b9\u6cd5\u5e94\u7528\u5728\u6df1\u5ea6\u5b66\u4e60\u7684\u5206\u6790\u4e0a<\/span>\u3002<\/p>\n<\/p>\n<blockquote>\n<p><span>\u4f5c\u8005\uff1a\u9ad8\u98de<\/span><\/p>\n<p><span>\u7f16\u8f91\uff1a\u738b\u6021\u853a<\/span><\/p>\n<p><span>\u539f\u6587\uff1ahttps:\/\/arxiv.org\/abs\/1809.10941\uff08\u53ef\u4e0b\u8f7d\uff09<\/span><\/p>\n<\/blockquote>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u63a8\u8350\u9605\u8bfb<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247491642&amp;idx=2&amp;sn=465e42bdfd29c03f32184388e74f5b96&amp;chksm=e897bab7dfe033a16a14bd5df5d8f7bc36c4122bb9b221eb96cf1349da986626728398d02544&amp;scene=21#wechat_redirect\" style=\"font-size: 14px;text-decoration: underline;letter-spacing: 2px\"><span style=\"letter-spacing: 2px\"><strong><span style=\"letter-spacing: 2px;font-size: 14px\">\u8bba<span style=\"font-size: 14px;letter-spacing: 2px\">\u6587\u901f\u9012\uff1a\u4f5c\u4e3a\u590d\u6742\u7f51\u7edc\u7684\u6df1\u5ea6\u5b66\u4e60\u7cfb\u7edf<\/span><\/span><\/strong><\/span><\/a><\/p>\n<p><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247491548&amp;idx=1&amp;sn=a41709cf7fd1443e2c5b1bffa3f836d7&amp;chksm=e8944551dfe3cc4765a059e59027e1588ac55cce4297eb5e662cc029ad0ef346fd2d37a55730&amp;scene=21#wechat_redirect\" style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px\"><span style=\"letter-spacing: 2px\"><strong><span style=\"letter-spacing: 2px;font-size: 14px\">\u8ba9AI\u81ea\u6211\u8fed\u4ee3\u5b8c\u6210\u6df1\u5ea6\u5b66\u4e60\u5173\u952e\uff1a\u67b6\u6784\u8bbe\u8ba1<\/span><\/strong><\/span><\/a><\/p>\n<p><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247489575&amp;idx=1&amp;sn=3b8e4825e59d31d7fcca5ecc1fb64723&amp;chksm=e89442aadfe3cbbcd9aa19e25055b9b176145c40e71b12d74e2d63f9bd65037f2561119196bb&amp;scene=21#wechat_redirect\" style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px\"><span style=\"letter-spacing: 2px\"><strong><span style=\"letter-spacing: 2px;font-size: 14px\">\u533a\u5757\u94fe\u6280\u672f\u5982\u4f55\u5835\u4e0a\u6df1\u5ea6\u5b66\u4e60\u7684\u9690\u79c1\u6f0f\u6d1e\uff1f<\/span><\/strong><\/span><\/a><\/p>\n<p><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247489450&amp;idx=1&amp;sn=8a7ac5fffcf718d6fc0703496a097808&amp;chksm=e8944d27dfe3c431847df02ce21d59041497600c6c9d608326dab4f73fdb2cb1fa34c13ba0bb&amp;scene=21#wechat_redirect\" style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px\"><span style=\"letter-spacing: 2px\"><strong><span style=\"letter-spacing: 2px;font-size: 14px\">\u89e3\u6551\u6df1\u5ea6\u5b66\u4e60\u8fc7\u62df\u5408\u7684\u795e\u5668\uff1a\u975e\u7ebf\u6027\u7cfb\u6570<\/span><\/strong><\/span><\/a><\/p>\n<p><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487778&amp;idx=1&amp;sn=c2e77ec93213c4c63f57a777ff10e368&amp;chksm=e8944bafdfe3c2b9d66544dafe7403159473e8c94fd3bc513f5300c353bcec49c0c0b69797af&amp;scene=21#wechat_redirect\" style=\"font-size: 14px;text-decoration: underline;letter-spacing: 2px\"><span style=\"letter-spacing: 2px\"><strong><span style=\"letter-spacing: 2px;font-size: 14px\"><span style=\"font-size: 14px;letter-spacing: 2px\">\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742<\/span>\uff01<\/span><\/strong><\/span><\/a><\/p>\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u7ebf\u4e0a\u516c\u5f00\u8bfe\u9884\u544a<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: center\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma2-1539003610.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<section class=\"mpa-template\">\n<p><span>\u96c6\u667aAI\u5b66\u56ed\uff1a<\/span><\/p>\n<p><span>https:\/\/campus.swarma.org<\/span><\/p>\n<section class=\"mpa-template\">\n<p style=\"clear: both;min-height: 1em\">\n<hr \/>\n<div class=\"post-image\"><img class=\"__bg_gif\" width=\"100%\" style=\"letter-spacing: 0.5px;height: auto !important;width: 64px !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma8-1539003611.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<p style=\"clear: both;min-height: 1em\">\n<section>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px;text-align: center\">\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px\">\n<section>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 15px\">\n<section>\n<p><strong><span>\u96c6\u667a\u4ff1\u4e50\u90e8QQ\u7fa4\uff5c877391004<\/span><\/strong><\/p>\n<p><strong><span>\u5546\u52a1\u5408\u4f5c\u53ca\u6295\u7a3f\u8f6c\u8f7d\uff5cswarma@swarma.org<\/span><\/strong><\/p>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em\">\n<h1 style=\"margin-top: 10px;margin-bottom: 10px;font-size: 16px;line-height: 1.75em\"><strong><strong><span><span>\u25c6<\/span><span>\u25c6<\/span><span>\u25c6<\/span><\/span><\/strong><\/strong><\/h1>\n<\/section>\n<p><span><strong><span style=\"font-size: 14px\">\u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n<p><span><strong><span style=\"font-size: 14px\"><\/span><\/strong><\/span><\/p>\n<p><span><strong><span style=\"font-size: 14px\">\u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/span><\/strong><\/span><\/p>\n<section>\n<div class=\"post-image\"><img class=\"\" width=\"auto\" style=\"height: auto !important;width: auto !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/10\/swarma6-1539003611.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<\/section>\n<p style=\"clear: both;min-height: 1em\"><span style=\"font-size: 14px\">\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<blockquote class='keep-source'>\n<p>\u539f\u6587\u59cb\u53d1\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7\uff08                         \u96c6\u667a\u4ff1\u4e50\u90e8                      \uff09\uff1a<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?timestamp=1539003604&amp;src=3&amp;ver=1&amp;signature=odMvEkyFjaCz3jCY545lFilMHiX4rY*xzYKSkNURLrat0C7yQFw0jFyxjByHCivuJHSd98MWRhzk9Dqg80lflwuH7N0p2cAu68w0GwKf4HPk2Tm6D17eabStr-NSbXm0sPLxHxaj-MlSVDLG0zs835bA1n2ppFc52vF-vrXqywo=\">\u96c6\u667a<\/a><\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u672b\u9644\u8bba\u6587\u5730\u5740 \u5bfc\u8bed \u968f\u7740AI\u7cfb\u7edf\uff0c\u5c24\u5176\u662f\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5728\u5b66\u672f\u754c\u548c\u4f01\u4e1a\u754c\u7684\u5f00\u679d\u6563\u53f6\uff0c\u5f7b\u5e95\u6253\u5f00\u7b97\u6cd5\u7684\u9ed1\u7bb1\u53d8\u5f97\u65e5\u76ca\u91cd\u8981\u3002\u672c\u6587\u5c1d\u8bd5\u4ece\u590d\u6742\u7f51\u7edc\u7684\u89d2\u5ea6\u4e3a\u8be5\u89e3\u51b3\u95ee\u9898\u63d0\u4f9b\u601d\u8def\u3002 \u4ece\u590d\u6742\u7f51\u7edc \u5207\u5165\u6df1\u5ea6\u5b66\u4e60 \u5982\u4eca\uff0c\u4ee5\u591a\u5c42\u795e\u7ecf\u7f51\u7edc\u4e3a\u7279\u70b9\u7684\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u6b63\u662f\u98ce\u534e\u6b63\u8302\uff0c\u4e0d\u4ec5\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7b49\u4f20\u7edf\u9886\u57df\u5927\u653e\u5f02\u5f69\uff0c\u5728\u65f6\u5e8f\u6570&#8230;<\/p>\n","protected":false},"author":1,"featured_media":11804,"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\/11802"}],"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=11802"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/11802\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/11804"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=11802"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=11802"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=11802"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=11802"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}