{"id":15449,"date":"2019-04-22T00:00:50","date_gmt":"2019-04-21T16:00:50","guid":{"rendered":"http:\/\/swarma.org\/?p=15449"},"modified":"2019-05-04T21:23:45","modified_gmt":"2019-05-04T13:23:45","slug":"5b0f96c2ff","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=15449","title":{"rendered":"\u8096\u4ef0\u534e\uff1a\u5f53\u77e5\u8bc6\u56fe\u8c31\u201c\u9047\u89c1\u201d\u6df1\u5ea6\u5b66\u4e60"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<section class=\"XiGuaChajian\"><\/section>\n<blockquote class=\"js_blockquote_wrap\">\n<section class=\"js_blockquote_digest\">\n<section><span>\u6765\u6e90\uff1a<\/span><span>CAAI \u4f1a\u5458\u4e2d\u5fc3<\/span><\/section>\n<section><span style=\"font-size: 14px\">\u672c\u6587\u8f6c\u8f7d\u81ea\u4e2d\u56fd\u4eba\u5de5\u667a\u80fd\u5b66\u4f1a\u901a\u8baf 2017 \u7b2c 4 \u671f\uff0c\u6b22\u8fce\u70b9\u51fb\u300c\u9605\u8bfb\u539f\u6587\u300d\u8fdb\u884c\u67e5\u9605\u3002<\/span><\/section>\n<\/section>\n<\/blockquote>\n<section>\n<p style=\"margin-left: 8px;margin-right: 8px\">\n<\/section>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img class=\"rich_pages\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/04\/swarma0-1556012774.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"text-align: center;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><strong><span>\u8c37\u6b4c\u77e5\u8bc6\u56fe\u8c31\u5e73\u53f0\u622a\u56fe<\/span><\/strong><\/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>\u5927\u6570\u636e\u65f6\u4ee3\u7684\u5230\u6765\uff0c\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u98de\u901f\u53d1\u5c55\u5e26\u6765\u524d\u6240\u672a\u6709\u7684\u6570\u636e\u7ea2\u5229\u3002\u5728\u5927\u6570\u636e\u7684\u201c\u5582\u517b\u201d\u4e0b\uff0c\u4eba\u5de5\u667a\u80fd\u6280\u672f\u83b7\u5f97\u4e86\u524d\u6240\u672a\u6709\u7684\u957f\u8db3\u8fdb\u6b65\uff0c\u5176\u8fdb\u5c55\u7a81\u51fa\u4f53\u73b0\u5728\u4ee5\u77e5\u8bc6\u56fe\u8c31\u4e3a\u4ee3\u8868\u7684\u77e5\u8bc6\u5de5\u7a0b\u4ee5\u53ca\u6df1\u5ea6\u5b66\u4e60\u4e3a\u4ee3\u8868\u7684\u673a\u5668\u5b66\u4e60\u7b49\u76f8\u5173\u9886\u57df\u3002\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u5bf9\u4e8e\u5927\u6570\u636e\u7684\u7ea2\u5229\u6d88\u8017\u6b86\u5c3d\uff0c\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u6548\u679c\u7684\u5929\u82b1\u677f\u65e5\u76ca\u8feb\u8fd1\u3002\u53e6\u4e00\u65b9\u9762\u5927\u91cf\u77e5\u8bc6\u56fe\u8c31\u4e0d\u65ad\u6d8c\u73b0\uff0c\u8fd9\u4e9b\u8574\u542b\u4eba\u7c7b\u5927\u91cf\u5148\u9a8c\u77e5\u8bc6\u7684\u5b9d\u5e93\u5374\u5c1a\u672a\u88ab\u6df1\u5ea6\u5b66\u4e60\u6709\u6548\u5229\u7528\u3002<\/span><\/p>\n<p style=\"clear: both;min-height: 1em\">\n<p style=\"clear: both;min-height: 1em\"><span>\u878d\u5408\u77e5\u8bc6\u56fe\u8c31\u4e0e\u6df1\u5ea6\u5b66\u4e60\uff0c\u5df2\u7136\u6210\u4e3a\u8fdb\u4e00\u6b65\u63d0\u5347\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u6548\u679c\u7684\u91cd\u8981\u601d\u8def\u4e4b\u4e00\u3002\u4ee5\u77e5\u8bc6\u56fe\u8c31\u4e3a\u4ee3\u8868\u7684\u7b26\u53f7\u4e3b\u4e49\u3001\u4ee5\u6df1\u5ea6\u5b66\u4e60\u4e3a\u4ee3\u8868\u7684\u8054\u7ed3\u4e3b\u4e49\uff0c\u65e5\u76ca\u8131\u79bb\u539f\u5148\u5404\u81ea\u72ec\u7acb\u53d1\u5c55\u7684\u8f68\u9053\uff0c\u8d70\u4e0a\u534f\u540c\u5e76\u8fdb\u7684\u65b0\u9053\u8def\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section>\n<section>\n<section>\n<section><strong><\/p>\n<p class=\"xgj-cpc-banner-tip\">\n<section>\n<section>\n<section>\n<p style=\"margin-left: 8px;margin-right: 8px\"><strong><\/strong><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px\"><strong><span><strong>\u4f5c\u8005\u4ecb\u7ecd\uff1a<\/strong><\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<p><\/strong><\/p>\n<p><span style=\"font-size: 14px\"><\/span><\/p>\n<section>\n<section>\n<section>\n<p style=\"margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 14px\"><span>\u8096\u4ef0\u534e\uff0c<\/span><span style=\"letter-spacing: 0.544px\">\u590d\u65e6\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662\u6559\u6388\u3001\u535a\u5bfc\u3001\u9752\u5e74973\u79d1\u5b66\u5bb6\u3001\u4e0a\u6d77\u5e02\u4e92\u8054\u7f51\u5927\u6570\u636e\u5de5\u7a0b\u4e2d\u5fc3\u6267\u884c\u526f\u4e3b\u4efb\u3001\u4e0a\u6d77\u5e02\u6570\u636e\u79d1\u5b66\u91cd\u70b9\u5b9e\u9a8c\u5ba4\u77e5\u8bc6\u56fe\u8c31\u7814\u7a76\u5ba4\u4e3b\u4efb\u3001\u7701\u90e8\u7ea7\u91cd\u70b9\u5b9e\u9a8c\u5ba4\u6216\u5de5\u7a0b\u4e2d\u5fc3\u4e13\u5bb6\u59d4\u5458\u3001\u4e0a\u5e02\u516c\u53f8\u7b49\u89c4\u6a21\u4f01\u4e1a\u9ad8\u7ea7\u6280\u672f\u987e\u95ee\u6216\u9996\u5e2d\u79d1\u5b66\u5bb6\u3002\u4e3b\u8981\u7814\u7a76\u5174\u8da3\u5305\u62ec\uff1a\u5927\u6570\u636e\u7ba1\u7406\u4e0e\u6316\u6398\u3001\u56fe\u6570\u636e\u5e93\u3001\u77e5\u8bc6\u56fe\u8c31\u7b49\u3002\u9886\u5bfc\u56e2\u961f\u6784\u5efa\u56fd\u5185\u9996\u4e2a\u77e5\u8bc6\u5e93\u4e91\u670d\u52a1\u5e73\u53f0\u3002<\/span><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<p><strong><\/p>\n<blockquote class=\"\">\n<section class=\"\">\n<section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\"><span style=\"font-size: 14px\">\u77e5\u8bc6\u5de5\u573a\u5e73\u53f0\uff1a<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em\"><span style=\"font-size: 14px\">kw.fudan.edu.cn<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n<section class=\"mpa-template\">\n<\/p>\n<section class=\"\">\n<section style=\"text-align: center\">\n<p style=\"margin: 0.5em 8px;clear: both;min-height: 1em\">\n<section>\n<section><\/section>\n<section><\/section>\n<section style=\"clear: both\"><\/section>\n<section style=\"margin-top: -5px;margin-bottom: -5px;padding-right: 4px;padding-left: 4px\">\n<section>\n<section>\n<p style=\"clear: both;min-height: 1em\"><strong><span style=\"font-size: 16px\"><strong>\u77e5\u8bc6\u56fe\u8c31\u4e0e\u6df1\u5ea6\u5b66\u4e60<\/strong><\/span><\/strong><\/p>\n<p><strong><span style=\"font-size: 16px\"><strong>\u878d\u5408\u7684\u5386\u53f2\u80cc\u666f<\/strong><\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section><\/section>\n<section><\/section>\n<\/section>\n<p style=\"clear: both;min-height: 1em\">\n<\/section>\n<\/section>\n<\/section>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\">\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 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style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 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style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u73b0\u9636\u6bb5\u5c06\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5e94\u7528\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684\u65b9\u6cd5\u8f83\u4e3a\u76f4\u63a5\u3002\u5927\u91cf\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u53ef\u4ee5\u6709\u6548\u5b8c\u6210\u7aef\u5230\u7aef\u7684\u5b9e\u4f53\u8bc6\u522b\u3001\u5173\u7cfb\u62bd\u53d6\u548c\u5173\u7cfb\u8865\u5168\u7b49\u4efb\u52a1\uff0c\u8fdb\u800c\u53ef\u4ee5\u7528\u6765\u6784\u5efa\u6216\u4e30\u5bcc\u77e5\u8bc6\u56fe\u8c31\u3002\u672c\u6587\u4e3b\u8981\u63a2\u8ba8\u77e5\u8bc6\u56fe\u8c31\u5728\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e2d\u7684\u5e94\u7528\u3002\u4ece\u5f53\u524d\u7684\u6587\u732e\u6765\u770b\uff0c\u4e3b\u8981\u6709\u4e24\u79cd\u65b9\u5f0f\u3002\u4e00\u662f\u5c06\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u8bed\u4e49\u4fe1\u606f\u8f93\u5165\u5230\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e2d\uff1b\u5c06\u79bb\u6563\u5316\u77e5\u8bc6\u56fe\u8c31\u8868\u8fbe\u4e3a\u8fde\u7eed\u5316\u7684\u5411\u91cf\uff0c\u4ece\u800c\u4f7f\u5f97\u77e5\u8bc6\u56fe\u8c31\u7684\u5148\u9a8c\u77e5\u8bc6\u80fd\u591f\u6210\u4e3a\u6df1\u5ea6\u5b66\u4e60\u7684\u8f93\u5165\u3002\u4e8c\u662f\u5229\u7528\u77e5\u8bc6\u4f5c\u4e3a\u4f18\u5316\u76ee\u6807\u7684\u7ea6\u675f\uff0c\u6307\u5bfc\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u5b66\u4e60\uff1b\u901a\u5e38\u662f\u5c06\u77e5\u8bc6\u56fe\u8c31\u4e2d\u77e5\u8bc6\u8868\u8fbe\u4e3a\u4f18\u5316\u76ee\u6807\u7684\u540e\u9a8c\u6b63\u5219\u9879\u3002\u524d\u8005\u7684\u7814\u7a76\u5de5\u4f5c\u5df2\u6709\u4e0d\u5c11\u6587\u732e\uff0c\u5e76\u6210\u4e3a\u5f53\u524d\u7814\u7a76\u70ed\u70b9\u3002\u77e5\u8bc6\u56fe\u8c31\u5411\u91cf\u8868\u793a\u4f5c\u4e3a\u91cd\u8981\u7684\u7279\u5f81\u5728\u95ee\u7b54\u4ee5\u53ca\u63a8\u8350\u7b49\u5b9e\u9645\u4efb\u52a1\u4e2d\u5f97\u5230\u6709\u6548\u5e94\u7528\u3002\u540e\u8005\u7684\u7814\u7a76\u624d\u521a\u521a\u8d77\u6b65\uff0c\u672c\u6587\u5c06\u91cd\u70b9\u4ecb\u7ecd\u4ee5\u4e00\u9636\u8c13\u8bcd\u903b\u8f91\u4f5c\u4e3a\u7ea6\u675f\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u3002<\/span><\/p>\n<section>\n<section>\n<section>\n<section><strong><\/p>\n<section class=\"mpa-template\">\n<\/p>\n<section class=\"\">\n<section style=\"text-align: center\">\n<p style=\"margin: 0.5em 8px;clear: both;min-height: 1em\">\n<section>\n<section><\/section>\n<section><\/section>\n<section style=\"clear: both\"><\/section>\n<section style=\"margin-top: -5px;margin-bottom: -5px;padding-right: 4px;padding-left: 4px\">\n<section>\n<section>\n<p style=\"clear: both;min-height: 1em\"><strong><span style=\"font-size: 16px\">\u77e5\u8bc6\u56fe\u8c31\u4f5c\u4e3a\u6df1\u5ea6\u5b66\u4e60\u7684\u8f93\u5165<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section><\/section>\n<section><\/section>\n<\/section>\n<p style=\"clear: both;min-height: 1em\">\n<\/section>\n<\/section>\n<\/section>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\">\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u77e5\u8bc6\u56fe\u8c31\u662f\u4eba\u5de5\u667a\u80fd\u7b26\u53f7\u4e3b\u4e49\u8fd1\u671f\u8fdb\u5c55\u7684\u5178\u578b\u4ee3\u8868\u3002\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u5b9e\u4f53\u3001\u6982\u5ff5\u4ee5\u53ca\u5173\u7cfb\u5747\u91c7\u7528\u4e86\u79bb\u6563\u7684\u3001\u663e\u5f0f\u7684\u7b26\u53f7\u5316\u8868\u793a\u3002\u800c\u8fd9\u4e9b\u79bb\u6563\u7684\u7b26\u53f7\u5316\u8868\u793a\u96be\u4ee5\u76f4\u63a5\u5e94\u7528\u4e8e\u57fa\u4e8e\u8fde\u7eed\u6570\u503c\u8868\u793a\u7684\u795e\u7ecf\u7f51\u7edc\u3002\u4e3a\u4e86\u8ba9\u795e\u7ecf\u7f51\u7edc\u6709\u6548\u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u7b26\u53f7\u5316\u77e5\u8bc6\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u5927\u91cf\u7684\u77e5\u8bc6\u56fe\u8c31\u7684\u8868\u793a\u5b66\u4e60\u65b9\u6cd5\u3002\u77e5\u8bc6\u56fe\u8c31\u7684\u8868\u793a\u5b66\u4e60\u65e8\u5728\u4e60\u5f97\u77e5\u8bc6\u56fe\u8c31\u7684\u7ec4\u6210\u5143\u7d20(\u8282\u70b9\u4e0e\u8fb9)\u7684\u5b9e\u503c\u5411\u91cf\u5316\u8868\u793a\u3002\u8fd9\u4e9b\u8fde\u7eed\u7684\u5411\u91cf\u5316\u8868\u793a\u53ef\u4ee5\u4f5c\u4e3a\u795e\u7ecf\u7f51\u7edc\u7684\u8f93\u5165\uff0c\u4ece\u800c\u4f7f\u5f97\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u80fd\u591f\u5145\u5206\u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u4e2d\u5927\u91cf\u5b58\u5728\u7684\u5148\u9a8c\u77e5\u8bc6\u3002\u8fd9\u4e00\u8d8b\u52bf\u50ac\u751f\u4e86\u5bf9\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684\u8868\u793a\u5b66\u4e60\u7684\u5927\u91cf\u7814\u7a76\u3002\u672c\u7ae0\u9996\u5148\u7b80\u8981\u56de\u987e\u77e5\u8bc6\u56fe\u8c31\u7684\u8868\u793a\u5b66\u4e60\uff0c\u518d\u8fdb\u4e00\u6b65\u4ecb\u7ecd\u8fd9\u4e9b\u5411\u91cf\u8868\u793a\u5982\u4f55\u5e94\u7528\u5230\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u5404\u7c7b\u5b9e\u9645\u4efb\u52a1\u4e2d\uff0c\u7279\u522b\u662f\u95ee\u7b54\u4e0e\u63a8\u8350\u7b49\u5b9e\u9645\u5e94\u7528\u3002<\/span><\/p>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>1. \u77e5\u8bc6\u56fe\u8c31\u7684\u8868\u793a\u5b66\u4e60<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\">\n<p style=\"text-align: left;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u77e5<span>\u8bc6\u56fe\u8c31\u7684\u8868\u793a\u5b66\u4e60\u65e8\u5728\u5b66\u4e60\u5b9e\u4f53\u548c\u5173\u7cfb\u7684\u5411\u91cf\u5316\u8868\u793a,\u5176\u5173\u952e\u662f\u5408\u7406\u5b9a\u4e49\u77e5\u8bc6\u56fe\u8c31\u4e2d\u5173\u4e8e\u4e8b\u5b9e\uff08\u4e09\u5143\u7ec4&lt;h,r,t&gt;\uff09\u7684\u635f\u5931\u51fd\u6570 \u0192r(h,t)\uff0c\u5176\u4e2d\u548c\u662f\u4e09\u5143\u7ec4\u7684\u4e24\u4e2a\u5b9e\u4f53h\u548ct\u7684\u5411\u91cf\u5316\u8868\u793a\u3002\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u5f53\u4e8b\u5b9e &lt;h,r,t&gt; \u6210\u7acb\u65f6\uff0c\u671f\u671b\u6700\u5c0f\u5316 \u0192r(h,t)\u3002\u8003\u8651\u6574\u4e2a\u77e5\u8bc6\u56fe\u8c31\u7684\u4e8b\u5b9e\uff0c\u5219\u53ef\u901a\u8fc7\u6700\u5c0f\u5316 \u2211(h,r,t)\u2208O<span>\u0192r(h,t)<\/span>\u6765\u5b66\u4e60\u5b9e\u4f53\u4ee5\u53ca\u5173\u7cfb\u7684\u5411\u91cf\u5316\u8868\u793a\uff0c\u5176\u4e2d O \u8868\u793a\u77e5\u8bc6\u56fe\u8c31\u4e2d\u6240\u6709\u4e8b\u5b9e\u7684\u96c6\u5408\u3002\u4e0d\u540c\u7684\u8868\u793a\u5b66\u4e60\u53ef\u4ee5\u4f7f\u7528\u4e0d\u540c\u7684\u539f\u5219\u548c\u65b9\u6cd5\u5b9a\u4e49\u76f8\u5e94\u7684\u635f\u5931\u51fd\u6570\u3002\u8fd9\u91cc\u4ee5\u57fa\u4e8e\u8ddd\u79bb\u548c\u7ffb\u8bd1\u7684\u6a21\u578b\u4ecb\u7ecd\u77e5\u8bc6\u56fe\u8c31\u8868\u793a\u7684\u57fa\u672c\u601d\u8def<sup style=\"text-align: justify;font-family: \u7b49\u7ebf\">[1]<\/sup>\u3002<\/span><\/span><\/p>\n<p style=\"text-align: left;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"text-align: left;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><strong><span>\u57fa\u4e8e\u8ddd\u79bb\u7684\u6a21\u578b\u3002<\/span><\/strong><strong><span><\/span><\/strong><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\">\n<p style=\"text-align: left;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><span>\u5176\u4ee3\u8868\u6027\u5de5\u4f5c\u662f SE \u6a21\u578b<\/span><sup style=\"font-family: \u7b49\u7ebf\">[2]<\/sup><span>\u3002\u57fa\u672c\u601d\u60f3\u662f\u5f53\u4e24\u4e2a\u5b9e\u4f53\u5c5e\u4e8e\u540c\u4e00\u4e2a\u4e09\u5143\u7ec4 &lt;h,r,t&gt; \u65f6\uff0c\u5b83\u4eec\u7684\u5411\u91cf\u8868\u793a\u5728\u6295\u5f71\u540e\u7684\u7a7a\u95f4\u4e2d\u4e5f\u5e94\u8be5\u5f7c\u6b64\u9760\u8fd1\u3002\u56e0\u6b64\uff0c\u635f\u5931\u51fd\u6570\u5b9a\u4e49\u4e3a\u5411\u91cf\u6295\u5f71\u540e\u7684\u8ddd\u79bb <\/span><span><span>\u0192r(h,t)=\u2016Wr,1h-Wr,2t<\/span><span>\u2016<\/span><span>l1\uff0c<\/span><span><span>\u5176\u4e2d\u77e9\u9635 Wr,1 \u548c Wr,2<\/span><span>\u7528\u4e8e\u4e09\u5143\u7ec4\u4e2d\u5934\u5b9e\u4f53 h \u548c\u5c3e\u5b9e\u4f53 t \u7684\u6295\u5f71\u64cd\u4f5c\u3002\u4f46\u7531\u4e8e SE \u5f15\u5165\u4e86\u4e24\u4e2a\u5355\u72ec\u7684\u6295\u5f71\u77e9\u9635\uff0c<\/span><span><span>\u5bfc\u81f4\u5f88\u96be\u6355\u83b7\u5b9e\u4f53\u548c\u5173\u7cfb\u4e4b\u95f4\u7684\u8bed\u4e49\u76f8\u5173\u6027\u3002<\/span><span>Socher<\/span><span>\u7b49\u4eba\u9488\u5bf9\u8fd9\u4e00\u95ee\u9898\u91c7\u7528\u4e09\u9636\u5f20\u91cf\u66ff\u4ee3\u4f20\u7edf\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u7ebf\u6027\u53d8\u6362\u5c42\u6765\u523b\u753b\u8bc4\u5206\u51fd\u6570\u3002<\/span><span>Bordes\u7b49\u4eba\u63d0\u51fa<\/span><span>\u80fd\u91cf\u5339\u914d\u6a21\u578b\uff0c\u901a\u8fc7\u5f15\u5165\u591a\u4e2a\u77e9\u9635\u7684 Hadamard \u4e58\u79ef\u6765\u6355\u83b7\u5b9e\u4f53\u5411\u91cf\u548c\u5173\u7cfb\u5411\u91cf\u7684\u4ea4\u4e92\u5173\u7cfb\u3002<\/span><\/span><\/span><\/span><\/span><\/p>\n<p style=\"text-align: left;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"text-align: left;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><strong>\u57fa\u4e8e\u7ffb\u8bd1\u7684\u8868\u793a\u5b66\u4e60\u3002<\/strong><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\">\n<p style=\"text-align: left;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u5176\u4ee3\u8868\u6027\u5de5\u4f5c TransE \u6a21\u578b\u901a\u8fc7\u5411\u91cf\u7a7a\u95f4\u7684\u5411\u91cf\u7ffb\u8bd1\u6765\u523b\u753b\u5b9e\u4f53\u4e0e\u5173\u7cfb\u4e4b\u95f4\u7684\u76f8\u5173\u6027<sup>[3]<\/sup>\u3002\u8be5\u6a21\u578b\u5047\u5b9a\uff0c\u82e5 &lt;h,r,t&gt; \u6210\u7acb\u5219\u5c3e\u90e8\u5b9e\u4f53 t \u7684\u5d4c\u5165\u8868\u793a\u5e94\u8be5\u63a5\u8fd1\u5934\u90e8\u5b9e\u4f53 h \u52a0\u4e0a\u5173\u7cfb\u5411\u91cf r \u7684\u5d4c\u5165\u8868\u793a\uff0c\u5373 h+r\u2248t\u3002<span>\u56e0\u6b64\uff0cTransE \u91c7\u7528 \u0192r(h,t)=\u2016h+r-t\u2016l1\/l2 \u4f5c\u4e3a\u8bc4\u5206\u51fd\u6570\u3002\u5f53\u4e09\u5143\u7ec4\u6210\u7acb\u65f6\uff0c\u5f97\u5206\u8f83\u4f4e\uff0c\u53cd\u4e4b\u5f97\u5206\u8f83\u9ad8\u3002TransE \u5728\u5904\u7406\u7b80\u5355\u7684 1-1 \u5173\u7cfb\uff08\u5373\u5173\u7cfb\u4e24\u7aef\u8fde\u63a5\u7684\u5b9e\u4f53\u6570\u6bd4\u7387\u4e3a 1\uff1a1\uff09\u65f6\u662f\u975e\u5e38\u6709\u6548\u7684\uff0c\u4f46\u5728\u5904\u7406 N-1\u30011-N \u4ee5\u53ca N-N \u7684\u590d\u6742\u5173\u7cfb\u65f6\u6027\u80fd\u5219\u663e\u8457\u964d\u4f4e\u3002\u9488\u5bf9\u8fd9\u4e9b\u590d\u6742\u5173\u7cfb\uff0cWang \u63d0\u51fa\u4e86 TransH \u6a21\u578b\u901a\u8fc7\u5c06\u5b9e\u4f53\u6295\u5f71\u5230\u5173\u7cfb\u6240\u5728\u8d85\u5e73\u9762,\u4ece\u800c\u4e60\u5f97\u5b9e\u4f53\u5728\u4e0d\u540c\u5173\u7cfb\u4e0b\u7684\u4e0d\u540c\u8868\u793a\u3002Lin \u63d0\u51fa\u4e86 TransR \u6a21\u578b\u901a\u8fc7\u6295\u5f71\u77e9\u9635\u5c06\u5b9e\u4f53\u6295\u5f71\u5230\u5173\u7cfb\u5b50\u7a7a\u95f4\uff0c\u4ece\u800c\u4e60\u5f97\u4e0d\u540c\u5173\u7cfb\u4e0b\u7684\u4e0d\u540c\u5b9e\u4f53\u8868\u793a\u3002<\/span><\/span><\/p>\n<p style=\"text-align: left;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span><\/span><\/p>\n<p style=\"text-align: left;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u9664\u4e86\u4e0a\u8ff0\u4e24\u7c7b\u5178\u578b\u77e5\u8bc6\u56fe\u8c31\u8868\u793a\u5b66\u4e60\u6a21\u578b\u4e4b\u5916\uff0c\u8fd8\u6709\u5927\u91cf\u7684\u5176\u4ed6\u8868\u793a\u5b66\u4e60\u6a21\u578b\u3002\u6bd4\u5982\uff0cSutskever \u7b49\u4eba\u4f7f\u7528\u5f20\u91cf\u56e0\u5f0f\u5206\u89e3\u548c\u8d1d\u53f6\u65af\u805a\u7c7b\u6765\u5b66\u4e60\u5173\u7cfb\u7ed3\u6784\u3002Ranzato \u7b49\u4eba\u5f15\u5165\u4e86\u4e00\u4e2a\u4e09\u8def\u7684\u9650\u5236\u73bb\u5c14\u5179\u66fc\u673a\u6765\u5b66\u4e60\u77e5\u8bc6\u56fe\u8c31\u7684\u5411\u91cf\u5316\u8868\u793a\uff0c\u5e76\u901a\u8fc7\u4e00\u4e2a\u5f20\u91cf\u52a0\u4ee5\u53c2\u6570\u5316\u3002<\/span><\/p>\n<p style=\"text-align: left;margin-left: 8px;margin-right: 8px;line-height: 1.75em\"><span>\u5f53\u524d\u4e3b\u6d41\u7684\u77e5\u8bc6\u56fe\u8c31\u8868\u793a\u5b66\u4e60\u65b9\u6cd5\u4ecd\u5b58\u5728\u5404\u79cd\u5404\u6837\u7684\u95ee\u9898\uff0c\u6bd4\u5982\u4e0d\u80fd\u8f83\u597d\u523b\u753b\u5b9e\u4f53\u4e0e\u5173\u7cfb\u4e4b\u95f4\u7684\u8bed\u4e49\u76f8\u5173\u6027\u3001\u65e0\u6cd5\u8f83\u597d\u5904\u7406\u590d\u6742\u5173\u7cfb\u7684\u8868\u793a\u5b66\u4e60\u3001\u6a21\u578b\u7531\u4e8e\u5f15\u5165\u5927\u91cf\u53c2\u6570\u5bfc\u81f4\u8fc7\u4e8e\u590d\u6742\uff0c\u4ee5\u53ca\u8ba1\u7b97\u6548\u7387\u8f83\u4f4e\u96be\u4ee5\u6269\u5c55\u5230\u5927\u89c4\u6a21\u77e5\u8bc6\u56fe\u8c31\u4e0a\u7b49\u7b49\u3002\u4e3a\u4e86\u66f4\u597d\u5730\u4e3a\u673a\u5668\u5b66\u4e60\u6216\u6df1\u5ea6\u5b66\u4e60\u63d0\u4f9b\u5148\u9a8c\u77e5\u8bc6\uff0c\u77e5\u8bc6\u56fe\u8c31\u7684\u8868\u793a\u5b66\u4e60\u4ecd\u662f\u4e00\u9879\u4efb\u91cd\u9053\u8fdc\u7684\u7814\u7a76\u8bfe\u9898\u3002<\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>2. \u77e5\u8bc6\u56fe\u8c31\u5411\u91cf\u5316\u8868\u793a\u7684\u5e94\u7528<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<h3 style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u5e94\u7528 1 \uff1a\u95ee\u7b54\u7cfb\u7edf<\/span><\/strong><span style=\"font-size: 15px\">\u3002<\/span><\/span><\/h3>\n<p><span><\/span><\/p>\n<h3 style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><\/h3>\n<h3 style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><\/h3>\n<h3 style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><\/h3>\n<h3 style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u81ea\u7136\u8bed\u8a00\u95ee\u7b54\u662f\u4eba\u673a\u4ea4\u4e92\u7684\u91cd\u8981\u5f62\u5f0f\u3002\u6df1\u5ea6\u5b66\u4e60\u4f7f\u5f97\u57fa\u4e8e\u95ee\u7b54\u8bed\u6599\u7684\u751f\u6210\u5f0f\u95ee\u7b54\u6210\u4e3a\u53ef\u80fd\u3002\u7136\u800c\u76ee\u524d\u5927\u591a\u6570\u6df1\u5ea6\u95ee\u7b54\u6a21\u578b\u4ecd\u7136\u96be\u4ee5\u5229\u7528\u5927\u91cf\u7684\u77e5\u8bc6\u5b9e\u73b0\u51c6\u786e\u56de\u7b54\u3002Yin \u7b49\u4eba\u9488\u5bf9\u7b80\u5355\u4e8b\u5b9e\u7c7b\u95ee\u9898\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e encoder-decoder \u6846\u67b6\uff0c\u80fd\u591f\u5145\u5206\u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u4e2d\u77e5\u8bc6\u7684\u6df1\u5ea6\u5b66\u4e60\u95ee\u7b54\u6a21\u578b<span><sup><span>[4]<\/span><\/sup><\/span>\u3002\u5728\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4e2d\uff0c\u4e00\u4e2a\u95ee\u9898\u7684\u8bed\u4e49\u5f80\u5f80\u88ab\u8868\u793a\u4e3a\u4e00\u4e2a\u5411\u91cf\u3002\u5177\u6709\u76f8\u4f3c\u5411\u91cf\u7684\u95ee\u9898\u88ab\u8ba4\u4e3a\u662f\u5177\u6709\u76f8\u4f3c\u8bed\u4e49\u3002\u8fd9\u662f\u8054\u7ed3\u4e3b\u4e49\u7684\u5178\u578b\u65b9\u5f0f\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u77e5\u8bc6\u56fe\u8c31\u7684\u77e5\u8bc6\u8868\u793a\u662f\u79bb\u6563\u7684\uff0c\u5373\u77e5\u8bc6\u4e0e\u77e5\u8bc6\u4e4b\u95f4\u5e76\u6ca1\u6709\u4e00\u4e2a\u6e10\u53d8\u7684\u5173\u7cfb\u3002\u8fd9\u662f\u7b26\u53f7\u4e3b\u4e49\u7684\u5178\u578b\u65b9\u5f0f\u3002\u901a\u8fc7\u5c06\u77e5\u8bc6\u56fe\u8c31\u5411\u91cf\u5316\uff0c\u53ef\u4ee5\u5c06\u95ee\u9898\u4e0e\u4e09\u5143\u7ec4\u8fdb\u884c\u5339\u914d\uff08\u4e5f\u5373\u8ba1\u7b97\u5176\u5411\u91cf\u76f8\u4f3c\u5ea6\uff09\uff0c\u4ece\u800c\u4e3a\u67d0\u4e2a\u7279\u5b9a\u95ee\u9898\u627e\u5230\u6765\u81ea\u77e5\u8bc6\u5e93\u7684\u6700\u4f73\u4e09\u5143\u7ec4\u5339\u914d\u3002\u5339\u914d\u8fc7\u7a0b\u5982\u56fe 1 \u6240\u793a\u3002\u5bf9\u4e8e\u95ee\u9898 Q\uff1a\u201cHow tallis Yao Ming?\u201d\uff0c\u9996\u5148\u5c06\u95ee\u9898\u4e2d\u7684\u5355\u8bcd\u8868\u793a\u4e3a\u5411\u91cf\u6570\u7ec4 HQ\u3002\u8fdb\u4e00\u6b65\u5bfb\u627e\u80fd\u4e0e\u4e4b\u5339\u914d\u7684\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u5019\u9009\u4e09\u5143\u7ec4\u3002\u6700\u540e\u4e3a\u8fd9\u4e9b\u5019\u9009\u4e09\u5143\u7ec4\uff0c\u5206\u522b\u8ba1\u7b97\u95ee\u9898\u4e0e\u4e0d\u540c\u5c5e\u6027\u7684\u8bed\u4e49\u76f8\u4f3c\u5ea6\u3002\u5176\u7531\u4ee5\u4e0b\u76f8\u4f3c\u5ea6\u516c\u5f0f\u51b3\u5b9a\uff1a<\/span><\/h3>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: left\"><span><\/span><\/p>\n<p style=\"text-align: center;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><img style=\"width: 60%;height: auto\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/04\/swarma2-1556012775.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: left\"><span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u8fd9\u91cc S \u0305(Q,\u03c4) \u8868\u793a\u95ee\u9898\u4e0e\u5019\u9009\u4e09\u5143\u7ec4 \u03c4 \u7684\u76f8\u4f3c\u5ea6\uff1bX<span>Q<\/span>\u8868\u793a\u95ee\u9898\u7684\u5411\u91cf\uff08\u4ece H<sub>Q<\/sub>\u8ba1\u7b97\u800c\u5f97\uff09\uff0cU<span>\u03c4<\/span>\u8868\u793a\u77e5\u8bc6\u56fe\u8c31\u7684\u4e09\u5143\u7ec4\u7684\u5411\u91cf\uff0cM<span><\/span>\u662f\u5f85\u5b66\u4e60\u53c2\u6570\u3002<\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><img src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/04\/swarma0-1556012775.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<p style=\"text-align: center;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u25b2 \u56fe1\uff1a\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684\u795e\u7ecf\u751f\u6210\u95ee\u7b54\u6a21\u578b<\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u5e94\u7528 2 \uff1a\u63a8\u8350\u7cfb\u7edf<\/span><\/strong><span style=\"font-size: 15px\">\u3002<\/span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><span style=\"font-size: 15px\">\u4e2a\u6027\u5316\u63a8\u8350\u7cfb\u7edf\u662f\u4e92\u8054\u7f51\u5404\u5927\u793e\u4ea4\u5a92\u4f53\u548c\u7535\u5546\u7f51\u7ad9\u7684\u91cd\u8981\u667a\u80fd\u670d\u52a1\u4e4b\u4e00\u3002\u968f\u7740\u77e5\u8bc6\u56fe\u8c31\u7684\u5e94\u7528\u65e5\u76ca\u5e7f\u6cdb\uff0c\u5927\u91cf\u7814\u7a76\u5de5\u4f5c\u610f\u8bc6\u5230\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u77e5\u8bc6\u53ef\u4ee5\u7528\u6765\u5b8c\u5584\u57fa\u4e8e\u5185\u5bb9\u7684\u63a8\u8350\u7cfb\u7edf\u4e2d\u5bf9\u7528\u6237\u548c\u9879\u76ee\u7684\u5185\u5bb9\uff08\u7279\u5f81\uff09\u63cf\u8ff0\uff0c\u4ece\u800c\u63d0\u5347\u63a8\u8350\u6548\u679c\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u63a8\u8350\u7b97\u6cd5\u5728\u63a8\u8350\u6548\u679c\u4e0a\u65e5\u76ca\u4f18\u4e8e\u57fa\u4e8e\u534f\u540c\u8fc7\u6ee4\u7684\u4f20\u7edf\u63a8\u8350\u6a21\u578b<span style=\"font-size: 12px\"><sup><span style=\"font-family: \u7b49\u7ebf\">[5]<\/span><\/sup><\/span><\/span><span style=\"font-size: 16px\">\u3002\u4f46\u662f\uff0c\u5c06\u77e5\u8bc6\u56fe\u8c31\u96c6\u6210\u5230\u6df1\u5ea6\u5b66\u4e60\u7684\u6846\u67b6\u4e2d\u7684\u4e2a\u6027\u5316\u63a8\u8350\u7684\u7814\u7a76\u5de5\u4f5c,\u8fd8\u8f83\u4e3a\u5c11\u89c1\u3002<\/span><span style=\"font-size: 15px\">Zhang \u7b49\u4eba\u505a\u51fa\u4e86\u8fd9\u6837\u7684\u5c1d\u8bd5\u3002\u4f5c\u8005\u5145\u5206\u5229\u7528\u4e86\u7ed3\u6784\u5316\u77e5\u8bc6(\u77e5\u8bc6\u56fe\u8c31)\u3001\u6587\u672c\u77e5\u8bc6\u548c\u53ef\u89c6\u5316\u77e5\u8bc6\uff08\u56fe\u7247\uff09<span style=\"text-align: justify;font-size: 12px\"><sup><span style=\"font-family: \u7b49\u7ebf\">[6]<\/span><\/sup><\/span>\u7b49\u4e09\u7c7b\u5178\u578b\u77e5\u8bc6\u3002\u4f5c\u8005\u5206\u522b\u901a\u8fc7\u7f51\u7edc\u5d4c\u5165\uff08network embedding\uff09\u83b7\u5f97\u7ed3\u6784\u5316\u77e5\u8bc6\u7684\u5411\u91cf\u5316\u8868\u793a\uff0c\u7136\u540e\u5206\u522b\u7528SDAE\uff08Stacked Denoising Auto-Encoder\uff09\u548c\u5c42\u53e0\u5377\u79ef\u81ea\u7f16\u7801\u5668\uff08stackedconvolution-autoencoder\uff09\u62bd\u53d6\u6587\u672c\u77e5\u8bc6\u7279\u5f81\u548c\u56fe\u7247\u77e5\u8bc6\u7279\u5f81\uff1b\u5e76\u6700\u7ec8\u5c06\u4e09\u7c7b\u7279\u5f81\u878d\u5408\u8fdb\u534f\u540c\u96c6\u6210\u5b66\u4e60\u6846\u67b6\uff0c\u5229\u7528\u4e09\u7c7b\u77e5\u8bc6\u7279\u5f81\u7684\u6574\u5408\u6765\u5b9e\u73b0\u4e2a\u6027\u5316\u63a8\u8350\u3002\u4f5c\u8005\u9488\u5bf9\u7535\u5f71\u548c\u56fe\u4e66\u6570\u636e\u96c6\u8fdb\u884c\u5b9e\u9a8c\uff0c\u8bc1\u660e\u4e86\u8fd9\u79cd\u878d\u5408\u6df1\u5ea6\u5b66\u4e60\u548c\u77e5\u8bc6\u56fe\u8c31\u7684\u63a8\u8350\u7b97\u6cd5\u5177\u6709\u8f83\u597d\u6027\u80fd\u3002<\/span><\/span><\/p>\n<section>\n<section>\n<section>\n<section><strong><\/p>\n<p><strong><\/strong><\/p>\n<section class=\"mpa-template\">\n<\/p>\n<section class=\"\">\n<section style=\"text-align: center\">\n<p style=\"margin: 0.5em 8px;clear: both;min-height: 1em\">\n<section>\n<section><\/section>\n<section><\/section>\n<section style=\"clear: both\"><\/section>\n<section style=\"margin-top: -5px;margin-bottom: -5px;padding-right: 4px;padding-left: 4px\">\n<section>\n<section>\n<p style=\"clear: both;min-height: 1em\"><strong><span style=\"font-size: 16px\">\u77e5\u8bc6\u56fe\u8c31\u4f5c\u4e3a\u6df1\u5ea6\u5b66\u4e60\u7684\u7ea6\u675f<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section><\/section>\n<section><\/section>\n<\/section>\n<p style=\"clear: both;min-height: 1em\">\n<\/section>\n<\/section>\n<\/section>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><span>Hu \u7b49\u4eba\u63d0\u51fa\u4e86\u4e00\u79cd\u5c06\u4e00\u9636\u8c13\u8bcd\u903b\u8f91\u878d\u5408\u8fdb\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u6a21\u578b\uff0c\u5e76\u5c06\u5176\u6210\u529f\u7528\u4e8e\u89e3\u51b3\u60c5\u611f\u5206\u7c7b\u548c\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u7b49\u95ee\u9898<\/span><sup style=\"text-indent: 28px\">[7]<\/sup><span>\u3002\u903b\u8f91\u89c4\u5219\u662f\u4e00\u79cd\u5bf9\u9ad8\u9636\u8ba4\u77e5\u548c\u7ed3\u6784\u5316\u77e5\u8bc6<span>\u7684\u7075\u6d3b\u8868\u793a\u5f62\u5f0f\uff0c\u4e5f\u662f\u4e00\u79cd\u5178\u578b\u7684\u77e5\u8bc6\u8868\u793a\u5f62\u5f0f\u3002\u5c06\u5404\u7c7b\u4eba\u4eec\u5df2\u79ef\u7d2f\u7684\u903b\u8f91\u89c4\u5219\u5f15\u5165\u5230\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4e2d\uff0c\u5229\u7528\u4eba\u7c7b\u610f\u56fe\u548c\u9886\u57df\u77e5\u8bc6\u5bf9\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u8fdb\u884c\u5f15\u5bfc\u5177\u6709\u5341\u5206\u91cd\u8981\u7684\u610f\u4e49\u3002<\/span><\/span><span><span>\u5176\u4ed6\u4e00\u4e9b\u7814\u7a76\u5de5\u4f5c\u5219\u5c1d\u8bd5\u5c06\u903b\u8f91\u89c4\u5219\u5f15\u5165\u5230\u6982\u7387\u56fe\u6a21\u578b\uff0c\u8fd9\u7c7b\u5de5\u4f5c\u7684\u4ee3\u8868\u662f\u9a6c\u5c14\u79d1\u592b\u903b\u8f91\u7f51\u7edc<\/span><sup style=\"text-indent: 28px\">[8]<\/sup><span>\uff0c\u4f46\u662f\u9c9c\u6709\u5de5\u4f5c\u80fd\u5c06\u903b\u8f91\u89c4\u5219\u5f15\u5165\u5230\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4e2d\u3002<\/span><\/span><span><\/span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>Hu \u7b49\u4eba\u6240\u63d0\u51fa\u7684\u65b9\u6848\u6846\u67b6\u53ef\u4ee5\u6982\u62ec\u4e3a<\/span><span>\u201cteacher-student network\u201d<\/span><span>\uff0c\u5982\u56fe 2 \u6240\u793a\uff0c\u5305\u62ec\u4e24\u4e2a\u90e8\u5206 teacher network q(y|x) \u548c student network p\u03b8(y|x)\u3002\u5176\u4e2d teacher network \u8d1f\u8d23\u5c06\u903b\u8f91\u89c4\u5219\u6240\u4ee3\u8868\u7684\u77e5\u8bc6\u5efa\u6a21\uff0cstudent network \u5229\u7528\u53cd\u5411\u4f20\u64ad\u65b9\u6cd5\u52a0\u4e0ateacher network\u7684\u7ea6\u675f\uff0c\u5b9e\u73b0\u5bf9\u903b\u8f91\u89c4\u5219\u7684\u5b66\u4e60\u3002\u8fd9\u4e2a\u6846\u67b6\u80fd\u591f\u4e3a\u5927\u90e8\u5206\u4ee5\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4e3a\u6a21\u578b\u7684\u4efb\u52a1\u5f15\u5165\u903b\u8f91\u89c4\u5219\uff0c\u5305\u62ec\u60c5\u611f\u5206\u6790\u3001\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u7b49\u3002\u901a\u8fc7\u5f15\u5165\u903b\u8f91\u89c4\u5219\uff0c<span>\u5728\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u57fa\u7840\u4e0a\u5b9e\u73b0\u6548\u679c\u63d0\u5347\u3002<\/span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><img src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/04\/swarma0-1556012775-1.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"text-align: center;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><span>\u25b2 \u56fe2\uff1a\u5c06\u903b\u8f91\u89c4\u5219\u5f15\u5165\u5230\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u201cteacher-student network\u201d\u6a21\u578b<\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><strong><span>\u5176\u5b66\u4e60\u8fc7\u7a0b\u4e3b\u8981\u5305\u62ec\u5982\u4e0b\u6b65\u9aa4\uff1a<\/span><\/strong><span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: circle\">\n<li>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u5229\u7528 softlogic \u5c06\u903b\u8f91\u89c4\u5219\u8868\u8fbe\u4e3a [0, 1] \u4e4b\u95f4\u7684\u8fde\u7eed\u6570\u503c\u3002<\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: circle\">\n<li>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u57fa\u4e8e\u540e\u9a8c\u6b63\u5219\u5316\uff08posterior regularization\uff09\u65b9\u6cd5\uff0c\u5229\u7528\u903b\u8f91\u89c4\u5219\u5bf9 teacher network \u8fdb\u884c\u9650\u5236\uff0c\u540c\u65f6\u4fdd\u8bc1 teacher network \u548c student network \u5c3d\u91cf\u63a5\u8fd1\u3002\u6700\u7ec8\u4f18\u5316\u51fd\u6570\u4e3a\uff1a<\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<p style=\"text-align: center;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><img style=\"width: 70%;height: auto\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/04\/swarma8-1556012775.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"text-align: justify\">\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u5176\u4e2d\uff0c\u03bel,gl \u662f\u677e\u5f1b\u53d8\u91cf\uff0cL \u662f\u89c4\u5219\u4e2a\u6570\uff0cGl \u662f\u7b2c l \u4e2a\u89c4\u5219\u7684 grounding \u6570\u3002KL \u51fd\u6570\uff08Kullback-Leibler Divergence\uff09\u90e8\u5206\u4fdd\u8bc1 teacher network \u548cstudent network \u4e60\u5f97\u6a21\u578b\u5c3d\u53ef\u80fd\u4e00\u81f4\u3002\u540e\u9762\u7684\u6b63\u5219\u9879\u8868\u8fbe\u4e86\u6765\u81ea\u903b\u8f91\u89c4\u5219\u7684\u7ea6\u675f\u3002<\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: circle\">\n<li>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u5bf9 student network \u8fdb\u884c\u8bad\u7ec3\uff0c\u4fdd\u8bc1 teacher network \u7684\u9884\u6d4b\u7ed3\u679c\u548c student network \u7684\u9884\u6d4b\u7ed3\u679c\u90fd\u5c3d\u91cf\u5730\u597d\uff0c\u4f18\u5316\u51fd\u6570\u5982\u4e0b\uff1a<\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><\/span><\/p>\n<p style=\"text-align: center;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><img style=\"width: 80%;height: auto\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/04\/swarma6-1556012776.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;text-align: left\"><span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u5176\u4e2d\uff0ct \u662f\u8bad\u7ec3\u8f6e\u6b21\uff0cl \u662f\u4e0d\u540c\u4efb\u52a1\u4e2d\u7684\u635f\u5931\u51fd\u6570\uff08\u5982\u5728\u5206\u7c7b\u95ee\u9898\u4e2d\uff0cl \u662f\u4ea4\u53c9\u71b5\uff09\uff0c\u03c3\u03b8 \u662f\u9884\u6d4b\u51fd\u6570\uff0cs_n^((t)) \u662f teacher network \u7684\u9884\u6d4b\u7ed3\u679c\u3002<\/span><\/p>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: circle\">\n<li>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u91cd\u590d \u4ee5\u4e0a\u8fc7\u7a0b\u76f4\u5230\u6536\u655b\u3002<\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 16px\"><\/span><\/p>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u7ed3\u675f\u8bed<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u968f<span>\u7740\u6df1\u5ea6\u5b66\u4e60\u7814\u7a76\u7684\u8fdb\u4e00\u6b65\u6df1\u5165\uff0c\u5982\u4f55\u6709\u6548\u5229\u7528\u5927\u91cf\u5b58\u5728\u7684\u5148\u9a8c\u77e5\u8bc6\uff0c\u8fdb\u800c\u964d\u4f4e\u6a21\u578b\u5bf9\u4e8e\u5927\u89c4\u6a21\u6807\u6ce8\u6837\u672c\u7684\u4f9d\u8d56\uff0c\u9010\u6e10\u6210\u4e3a\u4e3b\u6d41\u7684\u7814\u7a76\u65b9\u5411\u4e4b\u4e00\u3002\u77e5\u8bc6\u56fe\u8c31\u7684\u8868\u793a\u5b66\u4e60\u4e3a\u8fd9\u4e00\u65b9\u5411\u7684\u63a2\u7d22\u5960\u5b9a\u4e86\u5fc5\u8981\u7684\u57fa\u7840\u3002\u8fd1\u671f\u51fa\u73b0\u7684\u5c06\u77e5\u8bc6\u878d\u5408\u8fdb\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u4e00\u4e9b\u5f00\u521b\u6027\u5de5\u4f5c\u4e5f\u9887\u5177\u542f\u53d1\u6027\u3002\u4f46\u603b\u4f53\u800c\u8a00\uff0c\u5f53\u524d\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4f7f\u7528\u5148\u9a8c\u77e5\u8bc6\u7684\u624b\u6bb5\u4ecd\u7136\u5341\u5206\u6709\u9650\uff0c\u5b66\u672f\u754c\u5728\u8fd9\u4e00\u65b9\u5411\u7684\u63a2\u7d22\u4e0a\u4ecd\u7136\u9762\u4e34\u5de8\u5927\u7684\u6311\u6218\u3002\u8fd9\u4e9b\u6311\u6218\u4e3b\u8981\u4f53\u73b0\u5728\u4e24\u4e2a\u65b9\u9762\uff1a<\/span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px\"><strong><span>\uff081\uff09\u5982\u4f55\u83b7\u53d6\u5404\u7c7b\u77e5\u8bc6\u7684\u9ad8\u8d28\u91cf\u8fde\u7eed\u5316\u8868\u793a\u3002<\/span><\/strong><span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u5f53\u524d\u77e5\u8bc6\u56fe\u8c31\u7684\u8868\u793a\u5b66\u4e60\uff0c\u4e0d\u7ba1\u662f\u57fa\u4e8e\u600e\u6837\u7684\u5b66\u4e60\u539f\u5219\uff0c\u90fd\u4e0d\u53ef\u907f\u514d\u5730\u4ea7\u751f\u8bed\u4e49\u635f\u5931\u3002\u7b26\u53f7\u5316\u7684\u77e5\u8bc6\u4e00\u65e6\u5411\u91cf\u5316\u540e\uff0c\u5927\u91cf\u7684\u8bed\u4e49\u4fe1\u606f\u88ab\u4e22\u5f03\uff0c\u53ea\u80fd\u8868\u8fbe\u5341\u5206\u6a21\u7cca\u7684\u8bed\u4e49\u76f8\u4f3c\u5173\u7cfb\u3002\u5982\u4f55\u4e3a\u77e5\u8bc6\u56fe\u8c31\u4e60\u5f97\u9ad8\u8d28\u91cf\u7684\u8fde\u7eed\u5316\u8868\u793a\u4ecd\u7136\u662f\u4e2a\u5f00\u653e\u95ee\u9898\u3002<\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><strong><span>\uff082\uff09\u5982\u4f55\u5728\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e2d\u878d\u5408\u5e38\u8bc6\u77e5\u8bc6\u3002<\/span><\/strong><span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\">\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>\u5927\u91cf\u7684\u5b9e\u9645\u4efb\u52a1\uff08\u8bf8\u5982\u5bf9\u8bdd\u3001\u95ee\u7b54\u3001\u9605\u8bfb\u7406\u89e3\u7b49\u7b49\uff09\u9700\u8981\u673a\u5668\u7406\u89e3\u5e38\u8bc6\u3002\u5e38\u8bc6\u77e5\u8bc6\u7684\u7a00\u7f3a\u4e25\u91cd\u963b\u788d\u4e86\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u3002\u5982\u4f55\u5c06\u5e38\u8bc6\u5f15\u5165\u5230\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5c06\u662f\u672a\u6765\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9886\u57df\u7684\u91cd\u5927\u6311\u6218\uff0c\u540c\u65f6\u4e5f\u662f\u91cd\u5927\u673a\u9047\u3002<\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<h1><\/h1>\n<h1 style=\"margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\"><\/span><\/strong><\/span><\/h1>\n<h1 style=\"margin-left: 8px;margin-right: 8px\"><span><strong><span style=\"font-size: 15px\">\u53c2\u8003\u6587\u732e<\/span><\/strong><\/span><span><strong style=\"text-align: justify\"><\/strong><\/span><\/h1>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>[1] \u5218\u77e5\u8fdc, \u5b59\u8302\u677e, \u6797\u884d\u51ef, \u7b49. \u77e5\u8bc6\u8868\u793a\u5b66\u4e60\u7814\u7a76\u8fdb\u5c55[J]. \u8ba1\u7b97\u673a\u7814\u7a76\u4e0e\u53d1\u5c55, 2016, 53(2):247-261.<\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>[2] Bordes A, Weston J, Collobert R, et al. Learning Structured Embeddings of KnowledgeBases[C]\/\/ AAAI Conference on Artificial Intelligence, AAAI 2011, SanFrancisco, California, Usa, August. DBLP, 2011.<\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>[3] Bordes A, Usunier N, Garcia-Duran A, et al. Translating Embeddings for ModelingMulti-relational Data[J]. Advances in Neural Information Processing Systems,2013:2787-2795.<\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>[4] Jun Yin, Xin Jiang, Zhengdong Lu,Lifeng Shang, Hang Li, Xiaoming Li, NeuralGenerative Question Answering. IJCAI2016.<\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>[5] Giovanni Semeraro , Pasquale Lops , Pierpaolo Basile, Knowledge infusion intocontent-based recommender systems: ACM Conference on Recommender Systems, 2009.<\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>[6] Fuzheng Zhang, Nicholas Jing Yuan, Defu Lian, Xing Xie, Wei-Ying Ma, Collaborative Knowledge Base Embedding for Recommender Systems, in Proc. of KDD, 2016.<\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>[7] Hu, Z., Ma, X., Liu, Z., Hovy, E., &amp; Xing, E. (2016). Harnessing deep neural networks with logic rules. arXiv preprint arXiv:1603.06318.<\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span>[8] Matthew Richardson and Pedro Domingos. 2006. Markov logic networks. Machine learning,62(1-2):107\u2013136.<\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.75em;margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u77e5\u8bc6\u56fe\u8c31\u8bb2\u5ea7\u9884\u544a<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px\"><span style=\"letter-spacing: 0.544px;font-size: 15px\"><span style=\"text-align: left\">\u4e3a\u4e86\u6316\u6398\u5728<\/span><strong style=\"text-align: left\">AI<\/strong><span style=\"text-align: left\">\u4e0e<\/span><strong style=\"text-align: left\">\u793e\u4f1a\u7814\u7a76<\/strong><span style=\"text-align: left\">\u4ea4\u53c9\u9886\u57df\u6709\u60f3\u6cd5\u7684\u7814\u7a76\u8005\uff0c\u4fc3\u8fdb\u601d\u7ef4\u78b0\u649e\uff0c<\/span><strong style=\"text-align: left\">\u817e\u8baf\u7814\u7a76\u9662S-Tech<\/strong><strong style=\"text-align: left\">\u5de5\u4f5c\u5ba4\u4e0e\u96c6\u667a\u4ff1\u4e50\u90e8<\/strong><span style=\"text-align: left\">\u5171\u540c\u6253\u9020\u4e86<\/span><strong style=\"text-align: left\">\u201cAI&amp;Society\u201d<\/strong><span style=\"text-align: left\">\u7684\u7cfb\u5217\u5b66\u672f\u6c99\u9f99\u6d3b\u52a8\u3002<\/span><\/span><span style=\"letter-spacing: 0.544px;text-align: left;font-size: 15px\">2019\u5e744\u670827\u65e5\u7684\u7b2c\u5341\u4e94\u671f AI&amp;Society\u6c99\u9f99\u4e2d\uff0c\u590d\u65e6\u5927\u5b66<strong>\u8096\u4ef0\u534e<\/strong>\u6559\u6388\uff0c\u5c06\u5206\u4eab\u5173\u4e8e\u77e5\u8bc6\u56fe\u8c31\u4e0e\u8ba4\u77e5\u667a\u80fd\u6700\u524d\u6cbf\u7684\u7814\u7a76\u8fdb\u5c55\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247496997&amp;idx=1&amp;sn=b96fab710f4dea842449355a125ea734&amp;chksm=e897afa8dfe026bee8e60d99e8b55049e891c18bfa24d449f0fc0141185c7c3b778922783209&amp;scene=21#wechat_redirect\" target=\"_blank\"><span class=\"js_jump_icon h5_image_link\" style=\"margin: 0px\"><img class=\"\" style=\"margin: 0px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/04\/swarma9-1556012776.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/span><\/a><\/p>\n<p><strong><span>\u70b9\u51fb\u56fe\u7247\u4e86\u89e3\u66f4\u591a<\/span><\/strong><\/p>\n<blockquote class=\"js_blockquote_wrap\">\n<section class=\"js_blockquote_digest\">\n<p style=\"margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 14px\">\u7f16\u8f91\uff1a\u738b\u6021\u853a<\/span><\/p>\n<\/section>\n<\/blockquote>\n<section class=\"mpa-template\">\n<section class=\"\">\n<section class=\"\">\n<p style=\"clear: both;min-height: 1em\">\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\/2019\/04\/swarma0-1556012777.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-weight: 400;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=\"\" style=\"height: auto !important;width: 156px !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/04\/swarma3-1556012777.jpg\" 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<\/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=1556013005&amp;src=3&amp;ver=1&amp;signature=zHVVVYvMwBb19Ojg8A4rPS*3Tw0*yGRgq3ORqeOOao6mwwL2JfB3quyqEhqJA8ifkqbbFqDmnsvVlz13DoFm0vH1TZCUYMywhuq2l0pD4Vz1UKuIDLa6Df0WJsCxyhwzzjKGjva9nNH-YOWQKNBkSoFya9p1ntAgTwiyc8gFarU=\">\u96c6\u667a<\/a><\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u6765\u6e90\uff1aCAAI \u4f1a\u5458\u4e2d\u5fc3 \u672c\u6587\u8f6c\u8f7d\u81ea\u4e2d\u56fd\u4eba\u5de5\u667a\u80fd\u5b66\u4f1a\u901a\u8baf 2017 \u7b2c 4 \u671f\uff0c\u6b22\u8fce\u70b9\u51fb\u300c\u9605\u8bfb\u539f\u6587\u300d\u8fdb\u884c\u67e5\u9605\u3002 \u8c37\u6b4c\u77e5\u8bc6\u56fe\u8c31\u5e73\u53f0\u622a\u56fe \u5bfc\u8bed \u5927\u6570\u636e\u65f6\u4ee3\u7684\u5230\u6765\uff0c\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u98de\u901f\u53d1\u5c55\u5e26\u6765\u524d\u6240\u672a\u6709\u7684\u6570\u636e\u7ea2\u5229\u3002\u5728\u5927\u6570\u636e\u7684\u201c\u5582\u517b\u201d\u4e0b\uff0c\u4eba\u5de5\u667a\u80fd\u6280\u672f\u83b7\u5f97\u4e86\u524d\u6240\u672a\u6709\u7684\u957f\u8db3\u8fdb\u6b65\uff0c\u5176\u8fdb\u5c55\u7a81\u51fa\u4f53\u73b0\u5728\u4ee5\u77e5\u8bc6\u56fe\u8c31\u4e3a\u4ee3\u8868\u7684\u77e5\u8bc6&#8230;<\/p>\n","protected":false},"author":1,"featured_media":15451,"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\/15449"}],"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=15449"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/15449\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/15451"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=15449"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=15449"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=15449"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=15449"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}