{"id":2046,"date":"2018-05-22T01:00:00","date_gmt":"2018-05-21T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/%swarma-paper%\/"},"modified":"2018-12-05T18:37:33","modified_gmt":"2018-12-05T10:37:33","slug":"%e5%89%8d%e6%b2%bf%e7%bb%bc%e8%bf%b0%ef%bc%9a%e5%85%b3%e7%b3%bb%e6%95%b0%e6%8d%ae%e7%ba%b7%e7%b9%81%e5%a4%8d%e6%9d%82%ef%bc%8c%e5%a6%82%e4%bd%95%e6%8d%95%e6%8d%89%e5%85%b6%e4%b8%ad%e7%bb%93%e6%9e%84","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=2046","title":{"rendered":"\u524d\u6cbf\u7efc\u8ff0\uff1a\u5173\u7cfb\u6570\u636e\u7eb7\u7e41\u590d\u6742\uff0c\u5982\u4f55\u6355\u6349\u5176\u4e2d\u7ed3\u6784\uff1f"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<p style=\"text-align: center;\" ><img class=\"\"           style=\"width: 100%;height: auto;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534231256-1.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/p>\n<p style=\"text-align: center;\"><\/p>\n<blockquote>\n<p class=\"p1\"><em><span style=\"font-size: 14px;color: rgb(136, 136, 136);\">\u672c\u6587\u7531\u96c6\u667a\u7ffb\u8bd1\u7ec4\u6574\u7406\u81eahttps:\/\/thegradient.pub<\/span><\/em><\/p>\n<\/blockquote>\n<section class=\"mpa-template\"   >\n<section  style=\"margin-top: 20px;max-width: 100%;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;max-width: 100%;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\">\n<section  style=\"padding-right: 10px;padding-left: 10px;max-width: 100%;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><span style=\"max-width: 100%;font-size: 15px;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><strong mpa-from-tpl=\"t\" style=\"max-width: 100%;border-color: rgb(123, 12, 0);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><\/p>\n<p style=\"max-width: 100%;min-height: 1em;border-color: rgb(123, 12, 0);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><span style=\"max-width: 100%;border-color: rgb(123, 12, 0);font-size: 15px;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"max-width: 100%;border-color: rgb(123, 12, 0);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><br \/><\/strong><\/span><\/p>\n<p style=\"max-width: 100%;min-height: 1em;border-color: rgb(123, 12, 0);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><span style=\"max-width: 100%;border-color: rgb(123, 12, 0);font-size: 16px;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"max-width: 100%;border-color: rgb(123, 12, 0);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\">1.\u56fe\u6570\u636e\u4e2d\u8574\u85cf\u7740\u79d8\u5bc6<\/strong><\/span><\/p>\n<p><\/strong><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<h1 class=\"ql-long-5633269\"><span style=\"font-size: 15px;\"><br \/><\/span><\/h1>\n<h1 class=\"ql-long-5633269\"><span style=\"font-size: 15px;\"><\/span><\/h1>\n<p class=\"p1\"><span style=\"font-size: 15px;\">\u4e8b\u7269\u4e4b\u95f4\u7684\u5173\u8054\u4fe1\u606f\uff0c\u4eba\u7c7b\u5df2\u7ecf\u79ef\u7d2f\u4e86\u5f88\u591a\uff0c\u4f46\u7edd\u5927\u591a\u6570\u4eba\u4e0d\u77e5\u9053\u5982\u4f55\u5229\u7528\u5b83\u4eec\u3002<\/span><\/p>\n<p class=\"p1\"><\/p>\n<p line=\"mmu4\" class=\"ql-long-i874628629\"><span style=\"font-size: 15px;\">\u793e\u4ea4\u5a92\u4f53\u4e2d\u7684\u4e92\u52a8\u548c\u5173\u7cfb\u7f51\u7edc\u56fe\u4e2d\uff0c\u8574\u542b\u7740\u6df1\u610f\u3002\u50cfWordNet\u8fd9\u6837\u7684\u540c\u4e49\u56fe\u8868\u80fd\u591f\u901a\u8fc7\u8ba1\u7b97\u673a\u89c6\u89c9\uff0c\u5e2e\u52a9\u6211\u4eec\u66f4\u597d\u5730\u7406\u89e3\u548c\u8bc6\u522b\u7279\u5b9a\u60c5\u5f62\u4e0b\u7814\u7a76\u5bf9\u8c61\u4e4b\u95f4\u7684\u8054\u7cfb\u3002\u4ece\u5bb6\u8c31\u5230\u5206\u5b50\u7ed3\u6784\uff0c\u6211\u4eec\u5468\u56f4\u4e16\u754c\u4e2d\u6d77\u91cf\u7684\u4fe1\u606f\u90fd\u4ee5\u56fe\u7684\u5f62\u5f0f\u5448\u73b0\u3002<\/span><\/p>\n<p line=\"kI7T\"><\/p>\n<p line=\"2bS0\" class=\"ql-long-i874628629\"><span style=\"font-size: 15px;\">\u5c3d\u7ba1\u666e\u904d\u5b58\u5728\uff0c\u56fe\u7ed3\u6784\uff08Graph Structure\uff09\u5728\u673a\u5668\u5b66\u4e60\u7684\u5e94\u7528\u65b9\u9762\u8fd8\u662f\u7ecf\u5e38\u88ab\u5ffd\u89c6\u3002\u6bd4\u5982\u201c\u65f6\u5c1a\u6f6e\u6d41\u63a8\u8350\u95ee\u9898\u201d\uff0c\u5176\u76ee\u6807\u5728\u4e8e\u53d1\u73b0\u7279\u5b9a\u7684\u80fd\u591f\u5f62\u6210\u51dd\u805a\u8d8b\u52bf\u7684\u4e00\u4e9b\u8863\u670d\u5f62\u5f0f\uff0c\u4e5f\u5c31\u662f\u201c\u98ce\u683c\u201d\uff08style\uff09\u3002\u901a\u5e38\u7684\u505a\u6cd5\u662f\u4ece\u793e\u4ea4\u5a92\u4f53\u6293\u53d6\u56fe\u7247\u5e76\u8bc6\u522b\u8fd9\u4e9b\u56fe\u7247\u4e2d\u7684\u8863\u670d\uff0c\u7136\u540e\u7528\u8fd9\u4e9b\u56fe\u7247\u7684\u6d41\u884c\u7a0b\u5ea6\u4ee3\u8868\u7279\u5b9a\u201c\u98ce\u683c\u201d\u670d\u88c5\u7684\u6d41\u884c\u7a0b\u5ea6\u3002\u7528\u8fd9\u79cd\u65b9\u5f0f\u53bb\u4e86\u89e3\u6d41\u884c\u6837\u5f0f\u98ce\u683c\u5f53\u7136\u53ef\u884c\uff0c\u8fd9\u4e2a\u6a21\u578b\u80fd\u591f\u8f7b\u6613\u5730\u901a\u8fc7\u56fe\u6570\u636e\u83b7\u5f97\u4f18\u5316\u3002\u6bd4\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u5206\u6790\u7528\u6237\u793e\u4ea4\u7f51\u7edc\u4e2d\u6f6e\u6d41\u8d8b\u52bf\uff0c\u6216\u8005\u63d0\u53d6\u9a6c\u900a\u8d2d\u7269\u7f51\u7ad9\u4e2d\u7684\u201c\u76f8\u5173\u8054\u4ea7\u54c1\u201d\u7684\u96c6\u5408\u76ee\u5f55\u3002<\/span><\/p>\n<p line=\"UgsN\"><\/p>\n<p line=\"l9oj\" class=\"ql-long-i874628629\"><span style=\"font-size: 15px;\">\u90a3\u4e48\uff0c\u4e3a\u4ec0\u4e48\u7ed3\u6784\u5316\u7684\u4fe1\u606f\u7ecf\u5e38\u88ab\u5ffd\u89c6\u5462\uff1f\u56e0\u4e3a\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u4ece\u8fd9\u4e9b\u56fe\u8868\u4e2d<strong class=\"ql-font-serif ql-author-i874628629\">\u63d0\u53d6\u6709\u6548\u7684\u7279\u5f81<\/strong>\u5b9e\u5728\u662f\u4e2a\u5de8\u5927\u7684\u6311\u6218\u3002<\/span><\/p>\n<p line=\"L2P5\"><\/p>\n<p line=\"FtPo\" class=\"ql-long-i874628629\"><span style=\"font-size: 15px;\">\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u63a2\u7d22\u4e00\u4e9b\u4ece\u56fe\u6570\u636e\u4e2d\u63d0\u53d6\u6709\u6548\u7279\u5f81\u7684\u65b0\u6280\u672f\u3002\u7279\u522b\u5730\uff0c\u6211\u4eec\u5c06\u91cd\u70b9\u8ba8\u8bba\u90a3\u4e9b\u5229\u7528\u968f\u673a\u904d\u5386\u65b9\u6cd5\uff0c\u6765\u91cf\u5316\u56fe\u4e2d\u8282\u70b9\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027\u3002\u8fd9\u4e9b\u6280\u672f\u4e3b\u8981\u4f9d\u9760\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7fa4\u4f53\u7684\u73b0\u6709\u7ed3\u679c\u3002\u6211\u5c06\u5efa\u8bae\u4e00\u4e9b\u672a\u6765\u7684\u7814\u7a76\u9014\u5f84\uff0c\u7279\u522b\u662f\u4e0e\u65f6\u53d8\u56fe\u5f62\u7684\u5b66\u4e60\u7279\u5f81\u6709\u5173\u3002\u6700\u540e\uff0c\u6211\u4eec\u5c06\u7b80\u8981\u8ba8\u8bba\u56fe\u5377\u79ef\u7f51\u7edc (GCNs) \u7684\u5927\u5bb6\u65cf\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5728\u56fe\u7ed3\u6784\u6570\u636e\u4e0a\u8fdb\u884c\u673a\u5668\u5b66\u4e60\u7684\u7aef\u5230\u7aef\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u65e0\u9700\u5355\u72ec\u7684\u4e2d\u95f4\u7279\u5f81\u63d0\u53d6\u6b65\u9aa4\u3002<\/span><\/p>\n<p line=\"EuEx\"><\/p>\n<p line=\"wrSo\" class=\"ql-long-i874628629\"><span style=\"font-size: 15px;\">\u8fd9\u4e9b\u65b9\u6cd5\u672c\u8eab\u5c31\u6784\u6210\u4e86\u673a\u5668\u5b66\u4e60\u7684\u4e00\u4e2a\u5b50\u9886\u57df\uff0c\u4f46\u662f\u7814\u7a76\u4eba\u5458\u548c\u4ece\u4e1a\u8005\u53ef\u4ee5\u4ece\u4ed6\u4eec\u611f\u5174\u8da3\u7684\u7279\u5b9a\u8303\u7574\u7684\u7ed3\u6784\u4e2d\u83b7\u76ca\u3002<\/span><\/p>\n<p line=\"wrSo\" class=\"ql-long-i874628629\"><span style=\"font-size: 15px;\"><br \/><\/span><\/p>\n<p line=\"wrSo\" class=\"ql-long-i874628629\"><span style=\"font-size: 15px;\"><br \/><\/span><\/p>\n<section class=\"mpa-template\"   >\n<section  style=\"margin-top: 20px;max-width: 100%;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;max-width: 100%;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\">\n<section  style=\"padding-right: 10px;padding-left: 10px;max-width: 100%;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><span style=\"max-width: 100%;font-size: 15px;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><strong mpa-from-tpl=\"t\" style=\"max-width: 100%;border-color: rgb(123, 12, 0);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><\/p>\n<p style=\"max-width: 100%;min-height: 1em;border-color: rgb(123, 12, 0);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><span style=\"max-width: 100%;border-color: rgb(123, 12, 0);font-size: 16px;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"max-width: 100%;border-color: rgb(123, 12, 0);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\">2.\u57fa\u4e8e\u56fe\u7684\u7279\u5f81\u5b66\u4e60<\/strong><\/span><\/p>\n<p><\/strong><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<h1 class=\"ql-long-6050207\">\n<p><span style=\"font-size: 15px;\"><br \/><\/span><\/p>\n<p><span style=\"color: rgb(123, 12, 0);font-size: 15px;\"><strong>2.1 \u56fe\u6458\u8981\u7684\u8ba1\u7b97<\/strong><\/span><\/p>\n<p><\/h1>\n<p line=\"MOH4\" class=\"ql-long-6050207\"><span style=\"font-size: 15px;\">\u5f53\u6211\u4eec\u5728\u56fe\u4e0a\u8fdb\u884c\u673a\u5668\u5b66\u4e60\u7684\u65f6\u5019\uff0c\u6211\u4eec\u901a\u5e38\u9700\u8981\u8ba1\u7b97\u4e00\u4e2a\u56fe\u6458\u8981\uff08graph summary\uff09\uff0c\u5b83\u4f1a\u5c06\u56fe\u4e2d\u6bcf\u4e00\u4e2a\u9876\u70b9\u6620\u5c04\u4e3a\u4e00\u4e2a\u5b9e\u503c\u7279\u5f81\u5411\u91cf\uff0c\u800c\u8be5\u5411\u91cf\u5219\u7f16\u7801\u4e86\u8fd9\u4e2a\u9876\u70b9\u7684\u76f8\u90bb\u9876\u70b9\u7684\u4fe1\u606f\uff0c\u8fd9\u6837\u505a\u5bf9\u4e8e\u57fa\u4e8e\u56fe\u7684\u673a\u5668\u5b66\u4e60\u662f\u5f88\u6709\u5e2e\u52a9\u7684\u3002 \u5982\u679c\u4e24\u4e2a\u9876\u70b9\u5177\u6709\u76f8\u4f3c\u7684\u90bb\u5c45(neighborhoods)\uff08\u8fd9\u91cc\u7684\u201c\u90bb\u5c45\u201d\u4e00\u8bcd\u5f88\u5bbd\u6cdb\uff0c\u5b83\u901a\u5e38\u7528\u4e8e\u6355\u6349\u67d0\u79cd\u5c40\u90e8\u6982\u5ff5\uff0c\u4f8b\u5982\u4ece\u67d0\u4e00\u9876\u70b9\u51fa\u53d1\uff0c\u7ecf\u8fc71\u62162\u8df3(hops)\u7684\u9876\u70b9\u96c6\u5408\u90fd\u53ef\u79f0\u4e3a\u8be5\u9876\u70b9\u7684\u201c\u90bb\u5c45\u201d\uff09\uff0c\u6211\u4eec\u8981\u5b66\u4e60\u4e00\u4e2a\u51fd\u6570\uff0c\u5c06\u8fd9\u4e24\u4e2a\u9876\u70b9\u6620\u5c04\u5230<span style=\"font-size: 15px;margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img class=\"gallery-image\"            style=\"width: 22px;height: 19px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534231256.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span>\u7a7a\u95f4\u4e2d\u7684\u4e24\u4e2a\u76f8\u4f3c\u7684\u7279\u5f81\u5411\u91cf\u3002<\/span><\/p>\n<p line=\"KLlp\"><\/p>\n<p line=\"wQ1Q\" class=\"ql-long-6050207\"><span style=\"font-size: 15px;\">\u7136\u540e\u56fe\u4e2d\u7684\u7684\u6bcf\u4e00\u4e2a\u9876\u70b9\u7684\u7279\u5f81\u5411\u91cf\u5c31\u53ef\u4ee5\u5806\u79ef\u4e3a\u4e00\u4e2a\u9690\u542b\u7684\u7279\u5f81\u77e9\u9635<span style=\"font-size: 15px;margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img class=\"gallery-image\"            style=\"width: 85px;height: 20px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534231256.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span>\u3002\u6709\u4e86\u9876\u70b9\u7684\u5411\u91cf\u5316\u8868\u5f81\u4e4b\u540e\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u5728\u5176\u4e0a\u8fd0\u884c\u6807\u51c6\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u4e86\u3002\u8fd9\u662f\u4e0d\u662f\u5f88\u68d2\u554a\uff01<\/span><\/p>\n<p line=\"YwTc\"><\/p>\n<p line=\"JdDQ\" class=\"ql-long-6050207\"><strong><span style=\"font-size: 15px;\">DeepWalk(2014)&nbsp;<\/span><\/strong><span style=\"font-size: 15px;\">\u548c&nbsp;<strong>node2vec(2016)&nbsp;<\/strong>\u6b63\u662f\u5b66\u4e60\u4e0a\u8ff0\u7279\u5f81\u5411\u91cf\u7684\u4e24\u4e2a\u7b97\u6cd5\u3002\u4e0b\u9762\u6211\u4eec\u5c31\u4e00\u8d77\u6765\u770b\u4e00\u4e0b\u8fd9\u4e24\u4e2a\u7b97\u6cd5\u662f\u600e\u4e48\u5de5\u4f5c\u7684\u5427\u3002<\/span><\/p>\n<p line=\"JdDQ\" class=\"ql-long-6050207\"><span style=\"font-size: 15px;\"><\/span><\/p>\n<p style=\"text-align: center;\"><img class=\"\"           style=\"width: 100%;height: auto;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534231257.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/p>\n<p line=\"JdDQ\" class=\"ql-long-6050207\"><span style=\"font-size: 15px;\"><\/span><\/p>\n<p><span style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;font-size: 15px;\"><\/span><\/p>\n<h2 class=\"ql-long-5633269\">\n<p><span style=\"font-size: 15px;\"><strong><span style=\"font-size: 15px;color: rgb(123, 12, 0);\">2.2 DeepWalk\uff1a\u5c06\u968f\u673a\u6e38\u8d70\u770b\u505a\u53e5\u5b50\uff1f<\/span><\/strong><\/span><\/p>\n<p><span style=\"font-size: 15px;\"><strong><span style=\"font-size: 15px;color: rgb(123, 12, 0);\"><br \/><\/span><\/strong><\/span><\/p>\n<\/h2>\n<p line=\"kuYV\" class=\"ql-long-6050207\"><span style=\"font-size: 15px;\">DeepWalk\u7b97\u6cd5<strong>[1]<\/strong>\u80cc\u540e\u5173\u952e\u7684\u601d\u60f3\u662f\uff0c\u56fe\u4e2d\u7684\u968f\u673a\u6e38\u8d70(random walks)\u548c\u53e5\u5b50\u5f88\u50cf\u3002\u7ecf\u9a8c\u53d1\u73b0\uff0c\u53e5\u5b50\u4e2d\u7684\u5355\u8bcd\u548c\u4e00\u4e2a\u771f\u5b9e\u4e16\u754c\u4e2d\u56fe\u4e0a\u7684\u968f\u673a\u6e38\u8d70\u5747\u670d\u4ece\u5e42\u5f8b\u5206\u5e03(power-law distribution)\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u6211\u4eec\u53ef\u4ee5\u628a\u8fd9\u4e9b\u968f\u673a\u6e38\u8d70\u8def\u5f84\u60f3\u8c61\u6210\u67d0\u79cd\u201c\u8bed\u8a00\u201d\u4e2d\u7684\u201c\u53e5\u5b50\u201d\u3002<\/span><\/p>\n<p line=\"IAJL\"><\/p>\n<p line=\"5bd4\" class=\"ql-long-6050207\"><span style=\"font-size: 15px;\">\u53d7\u8fd9\u79cd\u76f8\u4f3c\u6027\u7684\u542f\u53d1\uff0cDeepWalk\u4f7f\u7528\u539f\u672c\u88ab\u7528\u4e8e\u81ea\u7136\u8bed\u8a00\u5efa\u6a21\u7684\u4f18\u5316\u6280\u672f\u6765\u6784\u5efa\u56fe\u6458\u8981\u3002\u5728\u6807\u51c6\u7684\u8bed\u8a00\u6a21\u578b\u4e2d\uff0c\u6211\u4eec\u901a\u5e38\u662f\u7ed9\u5b9a\u67d0\u4e2a\u8bcd\u7684\u5468\u8fb9\u8bcd\uff0c\u7136\u540e\u6765\u4f30\u8ba1\u8be5\u8bcd\u51fa\u73b0\u5728\u4e00\u4e2a\u53e5\u5b50\u4e2d\u7684\u6982\u7387\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5728DeepWalk\u7b97\u6cd5\u4e2d\uff0c\u5219\u662f\u7ed9\u5b9a\u67d0\u4e2a\u9876\u70b9\u4e4b\u524d\u7684\u9876\u70b9\u96c6\u5408\uff0c\u6765\u53bb\u4f30\u8ba1\u8be5\u9876\u70b9\u51fa\u73b0\u5728\u4e00\u4e2a\u968f\u673a\u6e38\u8d70\u8fc7\u7a0b\u4e2d\u7684\u6982\u7387\u3002\u5e76\u4e14\u548c\u8bed\u8a00\u6a21\u578b\u4e00\u6837\uff0c\u6211\u4eec\u8fd8\u8bd5\u56fe\u53bb\u5b66\u4e60\u9876\u70b9<span style=\"font-size: 15px;margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"       height=\"19px\" width=\"22px\" style=\"width: 16px;height: 14px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534231257.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span>\u7684\u7279\u5f81\u5411\u91cf<span style=\"font-size: 15px;margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img class=\"gallery-image\"            style=\"width: 24px;height: 18px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534231257.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span>\uff0c\u4ee5\u4fbf\u4f30\u8ba1\u8fd9\u4e2a\u6982\u7387\u3002\u5177\u4f53\u6765\u8bf4\u5c31\u662f\uff0c\u7ed9\u5b9a\u67d0\u4e2a\u5206\u7c7b\u5668\uff0c\u53bb\u4f30\u8ba1\u6982\u7387<span style=\"font-size: 15px;margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img class=\"gallery-image\"            style=\"width: 145px;height: 18px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534231257.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span>\u3002\u6211\u4eec\u7684\u76ee\u7684\u662f\uff0c\u4ece\u5411\u91cf\u7a7a\u95f4<span style=\"font-size: 15px;margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img class=\"gallery-image\"            style=\"width: 71px;height: 18px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534231257-1.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span>\u4e2d\uff0c\u9009\u62e9\u7279\u5f81\u5411\u91cf\uff0c\u6700\u5927\u5316\u5982\u4e0b\u76ee\u6807\uff1a<\/span><\/p>\n<p style=\"text-align: center;\"><span style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;font-size: 15px;\"><\/span><\/p>\n<p line=\"AR2U\" class=\"ql-long-6050207 ql-align-center\" style=\"text-align: center;\"><span style=\"font-size: 15px;\"><span style=\"margin-right: 2px;margin-left: 2px;font-size: 15px;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"       height=\"41px\" width=\"210px\" style=\"width: 195px;height: 38px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534231257.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span><\/span><\/p>\n<p line=\"gdou\" style=\"text-align: left;\"><span style=\"text-align: left;font-size: 15px;\"><\/span><\/p>\n<p line=\"gdou\" style=\"text-align: left;\"><span style=\"font-size: 15px;text-align: left;\">\u7136\u800c\u9057\u61be\u7684\u662f\uff0c\u968f\u7740\u968f\u673a\u6e38\u8d70\u8def\u5f84\u957f\u5ea6\u7684\u4e0d\u65ad\u589e\u52a0\uff0c\u8fd9\u4e2a\u76ee\u6807\u662f\u5f88\u96be\u5904\u7406\u7684\u3002\u56e0\u6b64DeepWalk\u8bba\u6587\u4f5c\u8005\u4f7f\u7528\u7ed9\u5b9a\u5f53\u524d\u9876\u70b9<span style=\"margin-right: 2px;margin-left: 2px;font-size: 15px;width: inherit;height: inherit;\"><img class=\"gallery-image\"            style=\"width: 16px;height: 12px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534231257.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span>\u7684\u5411\u91cf\u8868\u5f81<span style=\"margin-right: 2px;margin-left: 2px;font-size: 15px;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"       height=\"24px\" width=\"27px\" style=\"width: 21px;height: 19px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534231257.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span>\uff0c\u6765\u53bb\u9884\u6d4b\u5176\u9644\u8fd12w\u8ddd\u79bb\u7684\u90bb\u5c45\u9876\u70b9\uff08\u6ce8\uff1aw\u4e3a\u7a97\u53e3\u5927\u5c0f\uff09\uff0c\u4ece\u800c\u91cd\u65b0\u754c\u5b9a\u4e86\u8be5\u95ee\u9898\u3002\uff08\u4ece\u6280\u672f\u4e0a\u6765\u8bb2\uff0c\u8fd9\u662f\u4e00\u4e2a\u4e0d\u540c\u7684\u4f18\u5316\u95ee\u9898\uff0c\u4f46\u662f\u5b83\u53ef\u4ee5\u4f5c\u4e3a\u4e4b\u524d\u76ee\u6807\u7684\u4e00\u4e2a\u5408\u7406\u4e14\u4e0e\u987a\u5e8f\u65e0\u5173\u7684\u66ff\u4ee3\u76ee\u6807<strong>[2]<\/strong>\uff09\u6362\u53e5\u8bdd\u8bf4\uff0c\u6211\u4eec\u8981\u6700\u5927\u5316\u76ee\u6807\u6982\u7387\uff1a<br \/><\/span><\/p>\n<p style=\"text-align: center;\"><span style=\"font-size: 15px;\"><\/span><\/p>\n<p line=\"mmIy\" class=\"ql-long-6050207 ql-align-center\" style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;white-space: normal;text-size-adjust: auto;text-align: center;\"><span style=\"font-size: 15px;\"><span style=\"margin-right: 2px;margin-left: 2px;font-size: 15px;width: inherit;height: inherit;\"><img class=\"gallery-image\"            style=\"width: 307px;height: 31px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534231257.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span><\/span><\/p>\n<p line=\"rTux\" style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;white-space: normal;text-size-adjust: auto;\"><\/p>\n<p line=\"RUfb\" class=\"ql-long-6050207\" style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;white-space: normal;text-size-adjust: auto;text-align: left;\"><span style=\"font-size: 15px;\">\u4f46\u662f\uff0c\u6211\u4eec\u5982\u4f55\u5728\u6574\u4e2a\u968f\u673a\u6e38\u8d70\u7a7a\u95f4\u4e0a\u6700\u5c0f\u5316\uff08\u8bd1\u8005\uff1a\u6700\u5c0f\u5316\uff1f\u4e0d\u662f\u6700\u5927\u5316\u5417\uff1f\uff09\u8be5\u76ee\u6807\u5462\uff1f\u5176\u4e2d\u4e00\u4e2a\u7b56\u7565\u5982\u4e0b\uff08\u8bf7\u6ce8\u610f, \u8bba\u6587\u4f5c\u8005\u53e6\u5916\u5047\u8bbe\u4e86<span style=\"margin-right: 2px;margin-left: 2px;font-size: 15px;width: inherit;height: inherit;\"><img class=\"gallery-image\"            style=\"width: 75px;height: 21px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534231257.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span>\u7684\u6761\u4ef6\u72ec\u7acb\u6027\uff09\uff1a<\/span><\/p>\n<ul  class=\"ql-long-6050207 list-paddingleft-2\" style=\"\">\n<li>\n<p style=\"text-align: left;\"><span style=\"font-size: 15px;\">\u62bd\u6837\u4e00\u4e2a\u9876\u70b9v\uff0c\u5e76\u751f\u6210\u4e00\u4e2a\u968f\u673a\u6e38\u8d70\u5e8f\u5217<span style=\"margin-right: 2px;margin-left: 2px;font-size: 15px;width: inherit;height: inherit;\"><img class=\"gallery-image\"            style=\"width: 72px;height: 17px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534231257-2.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span>\uff0c\u5176\u4e2d<span style=\"margin-right: 2px;margin-left: 2px;font-size: 15px;width: inherit;height: inherit;\"><img class=\"gallery-image\"            style=\"width: 54px;height: 17px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534231258.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span>\u3002<\/span><\/p>\n<\/li>\n<\/ul>\n<ul  class=\"ql-long-6050207 list-paddingleft-2\" style=\"\">\n<li>\n<p style=\"text-align: left;\"><span style=\"font-size: 15px;\">\u5bf9\u8be5\u5e8f\u5217\u4e2d\u6bcf\u4e00\u4e2a\u9876\u70b9<span style=\"margin-right: 2px;margin-left: 2px;font-size: 15px;width: inherit;height: inherit;\"><img class=\"gallery-image\"            style=\"width: 18px;height: 17px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534231258.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span>\u548c\u6bcf\u4e00\u4e2a\u5c0f\u4e8e\u67d0\u4e00\u6b65\u957f\u7684<span style=\"margin-right: 2px;margin-left: 2px;font-size: 15px;width: inherit;height: inherit;\"><img class=\"gallery-image\"            style=\"width: 21px;height: 17px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534231258-1.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span>\uff0c\u5728\u5411\u91cf\u7a7a\u95f4 F \u4e0a\uff0c\u5e94\u7528\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\uff0c\u6700\u5c0f\u5316\u635f\u5931\u51fd\u6570&nbsp;<span style=\"margin-right: 2px;margin-left: 2px;font-size: 15px;width: inherit;height: inherit;\"><img class=\"gallery-image\"            style=\"width: 157px;height: 21px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534231258-2.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span>\u3002<\/span><\/p>\n<\/li>\n<\/ul>\n<p line=\"1PHu\" class=\"ql-long-6050207\" style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;white-space: normal;text-size-adjust: auto;text-align: left;\"><span style=\"font-size: 15px;\"><\/span><\/p>\n<p line=\"SKha\" class=\"ql-long-6050207\" style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;white-space: normal;text-size-adjust: auto;text-align: left;\"><span style=\"font-size: 15px;\">\u8fd9\u4e2a\u7b97\u6cd5\u867d\u7136\u53ef\u884c\uff0c\u4f46\u662f\u4e5f\u4f7f\u5f97\u6700\u540e\u5e94\u7528\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\u7684\u6b65\u9aa4\u53d8\u5f97\u5c24\u4e3a\u590d\u6742\uff0c\u4f7f\u5f97\u81f3\u5c11\u8981\u66f4\u65b0<span style=\"margin-right: 2px;margin-left: 2px;font-size: 15px;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"       height=\"26px\" style=\"width: 58px;height: 21px;\" width=\"71px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534231258.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span>\u4e2a\u53c2\u6570\u3002\u8fd9\u5bf9\u4e8e\u6570\u767e\u4e07\u7ea7\u89c4\u6a21\u7684\u56fe\u6765\u8bf4\uff0c\u662f\u4e00\u4e2a\u975e\u5e38\u4e25\u91cd\u7684\u95ee\u9898\u3002<\/span><\/p>\n<p line=\"XCa7\" style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;white-space: normal;text-size-adjust: auto;\"><\/p>\n<p line=\"DmiT\" class=\"ql-long-6050207\" style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;white-space: normal;text-size-adjust: auto;text-align: left;\"><span style=\"font-size: 15px;\">\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0cDeepWalk\u7684\u4f5c\u8005\u4f7f\u7528\u201c\u5206\u5c42softmax (hierarchical softmax)\u201d\u7684\u65b9\u6cd5\uff08\u5f88\u62b1\u6b49\uff0c\u8be5\u65b9\u6cd5\u4e0d\u5728\u672c\u6587\u4ecb\u7ecd\u8303\u56f4\u5185\uff09\uff0c\u5c06\u8be5\u4f18\u5316\u95ee\u9898\u62c6\u89e3\u4e3a\u4e00\u4e2a\u4e8c\u5206\u7c7b\u5668\u7684\u5e73\u8861\u6811(balanced tree of binary classifiers)\u3002\u4f7f\u7528\u8fd9\u4e9b\u4e8c\u5206\u7c7b\u5668\uff0c\u53ef\u4ee5\u5c06\u6700\u540e\u4e00\u6b65\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\u7684\u53c2\u6570\u66f4\u65b0\u4e2a\u6570\uff0c\u4ece<span style=\"margin-right: 2px;margin-left: 2px;font-size: 15px;width: inherit;height: inherit;\"><img class=\"gallery-image\"            style=\"width: 73px;height: 18px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534231258.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span>\u51cf\u5c11\u5230<span style=\"margin-right: 2px;margin-left: 2px;font-size: 15px;width: inherit;height: inherit;\"><img class=\"gallery-image\"            style=\"width: 95px;height: 18px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534231258-1.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span>\u3002<\/span><\/p>\n<p><span  style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;\"><\/span><\/p>\n<p><img class=\"\"       style=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534231258.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/p>\n<p style=\"text-align: center;\"><span  style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;\"><\/span><strong><span style=\"font-size: 14px;color: rgb(136, 136, 136);\">Deepwalk\u7b97\u6cd5\u793a\u610f\u56fe<\/span><\/strong><\/p>\n<p><\/p>\n<h2 class=\"ql-long-3988867\">\n<p><span style=\"font-size: 15px;\"><strong><span style=\"color: rgb(123, 12, 0);\"><br \/><\/span><\/strong><\/span><\/p>\n<p><span style=\"font-size: 15px;\"><strong><span style=\"color: rgb(123, 12, 0);\">2.3 Node2vec\uff1a\u6cdb\u5316\u5230\u4e0d\u540c\u7c7b\u578b\u7684\u90bb\u57df<\/span><\/strong><\/span><\/p>\n<\/h2>\n<p line=\"e3KR\"><\/p>\n<p line=\"prP0\" class=\"ql-long-10562633\"><span style=\"font-size: 15px;text-decoration: none;\">Grover and Leskovec (2016)<strong>[3]<\/strong><\/span><span style=\"font-size: 15px;\"><span class=\"ql-author-10562633 ql-size-12\" style=\"font-size: 15px;background-color: white;color: rgb(34, 34, 34);\">&nbsp;<\/span>\u5c06Deepwalk\u7b97\u6cd5\u62d3\u5c55\u6210\u4e3anode2vec\u7b97\u6cd5\u3002\u4e0edeepwalk\u7b97\u6cd5\u4e0d\u4e00\u6837\uff0c\u6211\u4eec\u4e0d\u518d\u6839\u636e\u73b0\u6709\u7684\u7ed3\u70b9\u8fd0\u7528\u4e00\u9636\u968f\u673a\u6e38\u8d70\uff08first-order random walks\uff09\u9009\u62e9\u4e0b\u4e00\u4e2a\u8282\u70b9\uff0cnode2vec\u4e0d\u4ec5\u57fa\u4e8e\u73b0\u6709\u7ed3\u70b9\uff0c\u8fd8\u4f1a\u4f7f\u7528\u73b0\u6709\u7ed3\u70b9\u524d\u9762\u7684\u90a3\u4e00\u4e2a\u7ed3\u70b9\uff0c\u4ece\u800c\u4f7f\u7528\u4e00\u7cfb\u5217\u4e8c\u9636\u968f\u673a\u6e38\u8d70\u3002<\/span><\/p>\n<p line=\"JA4a\" class=\"ql-long-10562633\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/p>\n<p line=\"lvtE\" class=\"ql-long-10562633\"><span style=\"font-size: 15px;\">\u6211\u4eec\u53ef\u4ee5\u5728\u968f\u673a\u6e38\u8d70\u7684\u6bcf\u4e00\u6b65\u901a\u8fc7\u8c03\u8282<span class=\"ql-author-10562633 ql-size-12\" style=\"font-size: 15px;color: rgb(34, 34, 34);background-color: white;\">\u4e24\u4e2a\u53c2\u6570\u503c<\/span><span class=\"ql-author-10562633 ql-size-12 ql-commented ql-commented-background\"  line-inline=\"CyUn\" style=\"font-size: 15px;color: rgb(34, 34, 34);display: inline-block;\"><span style=\"font-size: 15px;margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"       height=\"20\" width=\"75\" style=\"width: 59px;height: 16px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534231258.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span><\/span><span class=\"ql-author-10562633 ql-size-12\" style=\"font-size: 15px;color: rgb(34, 34, 34);background-color: white;\">\u6765\u786e\u5b9a\u5177\u4f53\u7684\u5206\u5e03\uff1a\u5927\u6982\u6765\u8bf4\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u964d\u4f4ep\u503c\u4ece\u800c\u8ba9\u968f\u673a\u6e38\u8d70\u504f\u5411\u201c\u63a2\u7d22\u201d\u6a21\u5f0f\uff1b\u540c\u65f6\uff0c\u6211\u4eec\u4e5f\u53ef\u4ee5\u901a\u8fc7\u63d0\u9ad8q\u503c\u8ba9\u968f\u673a\u6e38\u8d70\u5b9e\u73b0\u201c\u5e7f<\/span><span class=\"ql-size-12 ql-author-5633269\" style=\"font-size: 15px;color: rgb(34, 34, 34);display: inline-block;background-color: white;\">\u5ea6<span style=\"color: rgb(34, 34, 34);font-size: 15px;background-color: rgb(255, 255, 255);\">\u4f18\u5148\u201d(breadth-first)\u6a21\u5f0f\u3002<\/span><\/span><\/span><\/p>\n<p line=\"lvtE\" class=\"ql-long-10562633\"><span style=\"background-color: rgb(255, 255, 255);color: rgb(34, 34, 34);font-size: 15px;\"><br \/><\/span><\/p>\n<p line=\"lvtE\" class=\"ql-long-10562633\"><span style=\"background-color: rgb(255, 255, 255);color: rgb(34, 34, 34);font-size: 15px;\">\u8fd9\u7bc7\u8bba\u6587\u7684\u5173\u952e\u60f3\u6cd5\u662f\u901a\u8fc7\u9009\u62e9\u4e0d\u540c\u6a21\u5f0f\u7684\u4e8c\u9636\u968f\u673a\u6e38\u8d70\uff0c\u6211\u4eec\u53ef\u4ee5\u63d0\u53d6\u5230\u7f51\u7edc\u56fe\u7684\u4e0d\u540c\u7279\u6027\u3002<\/span><\/p>\n<p line=\"viZ2\" class=\"ql-long-10562633\"><span style=\"font-size: 15px;\">&nbsp;<\/span><\/p>\n<p line=\"pOCg\" class=\"ql-long-10562633\"><span style=\"font-size: 15px;\"><span class=\"ql-author-10562633 ql-size-12\" style=\"font-size: 15px;background-color: white;\">\u4e3a\u4e86\u8bc1\u660e\u5b83\u7684\u5fc5\u8981\u6027\uff0c\u4f5c\u8005\u4eec\u5728\u6587\u4e2d\u7ed9\u51fa\u4e86\u4e24\u79cd\u5728\u7f51\u7edc\u56fe\u4e0a\u505a\u673a\u5668\u5b66\u4e60\u901a\u5e38\u4f7f\u7528\u7684\u90bb\u57df\u7c7b\u578b\uff1a\uff08<\/span><em class=\"ql-size-12 ql-author-3988867\" style=\"background-color: white;\">\u8282\u70b9\u989c\u8272\u4ee3\u8868\u7c7b\u522b&nbsp;<\/em><span class=\"ql-size-12 ql-author-3988867\" style=\"font-size: 15px;background-color: white;\">\uff09<\/span><\/span><\/p>\n<p line=\"pOCg\" class=\"ql-long-10562633\"><span style=\"font-size: 15px;background-color: white;\"><br \/><\/span><\/p>\n<ul  class=\"ql-long-10562633 list-paddingleft-2\" style=\"\">\n<li>\n<p><span style=\"background-color: white;font-size: 15px;\">\u5728\u540c\u8d28\u6027\u5047\u8bbe\u4e0b\uff0c\u7531\u4e8e\u9ad8\u5ea6\u8fde\u63a5\u7684\u8282\u70b9\u5728\u7f51\u7edc\u56fe\u91cc\u4f4d\u7f6e\u76f8\u8fd1\uff0c\u56e0\u6b64\u5b83\u4eec\u5c5e\u4e8e\u540c\u4e00\u4e2a\u90bb\u57df\u3002<\/span><\/p>\n<\/li>\n<\/ul>\n<p line=\"qHYH\" class=\"ql-long-10562633\" style=\"text-align: center;\"><span style=\"font-size: 15px;\"><br \/><\/span><\/p>\n<p line=\"qHYH\" class=\"ql-long-10562633\" style=\"text-align: center;\"><span style=\"font-size: 15px;\"><span style=\"font-size: 15px;margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"       height=\"auto\" width=\"auto\"  style=\"width: 400px;height: auto;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534231258.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span><\/span><\/p>\n<p line=\"3bd7\"><\/p>\n<ul  class=\"ql-long-10562633 list-paddingleft-2\" style=\"\">\n<li>\n<p><span style=\"font-size: 15px;\">\u5728\u7ed3\u6784\u6027\u5047\u8bbe\u4e0b\uff0c\u627f\u62c5\u7740\u76f8\u4f3c\u7ed3\u6784\u6027\u529f\u80fd\u7684\u8282\u70b9\uff08\u6bd4\u5982\u8bf4\uff0c\u7f51\u7edc\u7684\u6240\u6709\u4e2d\u5fc3\u8282\u70b9\uff09\u7531\u4e8e\u4ed6\u4eec\u9ad8\u9636\u7ed3\u6784\u6027\u663e\u8457\u5ea6\uff0c\u5b83\u4eec\u5c5e\u4e8e\u540c\u4e00\u4e2a\u90bb\u57df\u3002<\/span><\/p>\n<\/li>\n<\/ul>\n<p line=\"z2ID\" class=\"ql-long-10562633\" style=\"text-align: center;\"><span style=\"font-size: 15px;\"><br \/><\/span><\/p>\n<p line=\"z2ID\" class=\"ql-long-10562633\" style=\"text-align: center;\"><span style=\"font-size: 15px;\"><span style=\"font-size: 15px;margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"       height=\"auto\" width=\"auto\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534231259.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span><\/span><\/p>\n<p line=\"rfAM\"><\/p>\n<p line=\"8nsR\" class=\"ql-long-10562633\"><span style=\"font-size: 15px;\">\u7528\u4e24\u4e2a\u53c2\u6570<span class=\"ql-author-10562633 ql-size-12\" line-inline=\"CyUn\" style=\"font-size: 15px;color: rgb(34, 34, 34);background-color: rgb(255, 255, 255);\"><span style=\"font-size: 15px;margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"       height=\"20\" width=\"75\" style=\"width: 62px;height: 20px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534231259.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span><\/span><span class=\"ql-author-10562633 ql-size-12\" style=\"font-size: 15px;color: rgb(34, 34, 34);background-color: white;\">, \u4f5c\u8005\u4eec\u63d0\u4f9b\u4e86\u4e00\u79cd\u975e\u5e38\u597d\u7528\u7684\u65b9\u6cd5\u5728\u8fd9\u4e24\u79cd\u90bb\u57df\u7c7b\u578b\u4e4b\u95f4\u76f8\u4e92\u8f6c\u6362\u3002<\/span><\/span><\/p>\n<p line=\"8nsR\" class=\"ql-long-10562633\"><span style=\"font-size: 15px;color: rgb(34, 34, 34);background-color: white;\"><br \/><\/span><\/p>\n<p line=\"dIrB\" class=\"ql-long-10562633\"><span style=\"color: rgb(34, 34, 34);background-color: white;font-size: 15px;\">\u5c31\u50cfDeepwalk\u4e00\u6837\uff0cnode2vec\u7684\u76ee\u6807\u51fd\u6570\u53ef\u4ee5\u901a\u8fc7\u62bd\u6837\u6765\u5b9e\u73b0\u6700\u4f18\u5316<span style=\"color: rgb(34, 34, 34);background-color: white;font-size: 15px;margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img class=\"gallery-image\"            style=\"width: 46px;height: 15px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534231259.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span><\/span><span style=\"font-size: 15px;\"><span class=\"ql-author-10562633 ql-size-12\" style=\"font-size: 15px;color: rgb(34, 34, 34);background-color: white;\"><\/span>\uff0c\u91c7\u7528\uff08p,q\uff09\u968f\u673a\u6e38\u8d70\uff0c\u7136\u540e\u901a\u8fc7\u68af\u5ea6\u4e0b\u964d\uff08gradient descent\uff09\u6765\u66f4\u65b0F\uff0c\u8fbe\u5230\u4f18\u5316\u7684\u76ee\u7684\u3002<\/span><\/p>\n<p><\/p>\n<p><\/p>\n<p><\/p>\n<h2 class=\"ql-long-10727507\">\n<p><span style=\"font-size: 15px;\"><strong><span style=\"font-size: 15px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;color: rgb(123, 12, 0);\">2.4 \u65f6\u53d8<\/span><\/strong><\/span><strong style=\"font-size: 15px;\"><span style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;color: rgb(123, 12, 0);\">\u7f51\u7edc<span style=\"font-size: 15px;\"><strong><span style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;color: rgb(123, 12, 0);\">\uff08<\/span><\/strong><\/span><span style=\"font-size: 16px;color: rgb(123, 12, 0);\">temporal networks<\/span><strong style=\"white-space: normal;font-size: 15px;\"><span style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;color: rgb(123, 12, 0);\">\uff09<\/span><\/strong>\u4e2d\u7684\u6f5c\u5728\u7279\u5f81<\/span><\/strong><\/p>\n<\/h2>\n<p line=\"l6Gg\" class=\"ql-long-10727507\"><\/p>\n<p line=\"l6Gg\" class=\"ql-long-10727507\"><span style=\"font-size: 15px;\">\u8fd9\u4e9b\u56fe\u6458\u8981\u6280\u672f\u5f88\u6709\u7528\uff0c\u4f46\u73b0\u5b9e\u4e16\u754c\u4e2d\u5f88\u591a\u56fe\u662f\u968f\u7740\u65f6\u95f4\u53d8\u5316\u7684\u65f6\u53d8\u7f51\u7edc\u3002\u6bd4\u5982\uff0c\u793e\u4ea4\u7f51\u7edc\u4e2d\u4e00\u4e2a\u4eba\u7684\u670b\u53cb\u5708\u56fe\u4f1a\u968f\u7740\u65f6\u95f4\u53d1\u751f\u6269\u5f20\u6216\u8005\u6536\u7f29\u3002\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528node2vec\uff0c\u4f46\u662f\u6709\u4e24\u4e2a\u7f3a\u70b9\uff1a<\/span><\/p>\n<ol class=\"list-paddingleft-2\" style=\"list-style-type: decimal;\">\n<li>\n<p line=\"rtTB\" class=\"ql-long-10727507\"><span style=\"font-size: 15px;\">\u6bcf\u6b21\u968f\u7740\u56fe\u7684\u6539\u53d8\u800c\u8fd0\u884c\u4e00\u4e2a\u65b0\u7684node2vec\u5b9e\u4f8b\u5f88\u8017\u7b97\u529b<\/span><\/p>\n<\/li>\n<li>\n<p line=\"Pkkn\" class=\"ql-long-10727507\"><span style=\"font-size: 15px;\">\u5176\u6b21\uff0c\u96be\u4ee5\u4fdd\u8bc1\u591a\u4e2anode2vec\u7684\u5b9e\u4f8b\u80fd\u4ea7\u751f\u76f8\u4f3c\u7684\u751a\u81f3\u662f\u53ef\u6bd4\u8f83\u7684\uff26\u77e9\u9635<\/span><\/p>\n<p line=\"6d0v\" class=\"ql-long-10727507\"><span style=\"font-size: 15px;\"><\/span><\/p>\n<\/li>\n<\/ol>\n<p line=\"6d0v\" class=\"ql-long-10727507\"><span style=\"font-size: 15px;\">\u5bf9\u4e8e\u7b2c\u4e00\u4e2a\u95ee\u9898\uff0c\u6709\u4e00\u4e2a\u89e3\u51b3\u65b9\u6cd5&#8211;\u6bcf\u6b21\u7f51\u7edc\u6539\u53d8\u540e\u4e0d\u7acb\u5373\u8fd0\u884cnode2vec\uff0c\u800c\u662f\u76f4\u5230\u8db3\u591f\u591a\u7684\u8fb9\u53d1\u751f\u6539\u53d8\u4f7f\u5f97\u539f\u59cb\u5d4c\u5165\u7684\u7279\u5f81\u77e9\u9635\uff26\u8d28\u91cf\u4e0b\u964d\u518d\u8fd0\u884c\u3002<\/span><\/p>\n<p line=\"6d0v\" class=\"ql-long-10727507\"><span style=\"font-size: 15px;\"><br \/><\/span><\/p>\n<p line=\"4cQH\" class=\"ql-long-10727507\"><span style=\"font-size: 15px;\">\u90a3\u4e48\u591a\u5c11\u6761\u8fb9\u53d1\u751f\u6539\u53d8\u624d\u53ef\u4ee5\u88ab\u8ba4\u4e3a\u53d1\u751f\u4e86\u201c\u663e\u8457\u201d\u7684\u53d8\u5316\u5462\uff1f\u8fd9\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u56fe\u4e2d\u7279\u6b8a\u7684\u8fb9\u548c\u968f\u673a\u6e38\u8d70\u4e2d\u7684(p, q)\u4e24\u4e2a\u53c2\u6570\u3002<\/span><\/p>\n<p line=\"4cQH\" class=\"ql-long-10727507\"><span style=\"font-size: 15px;\"><br \/><\/span><\/p>\n<p line=\"7qvP\" class=\"ql-long-10727507\"><span style=\"font-size: 15px;\">\u89c2\u5bdf\u4e0b\u9762\u8fd9\u4e9b\u56fe\uff1a<\/span><\/p>\n<p line=\"o8Ai\" class=\"ql-long-10727507\" style=\"text-align: center;\"><span style=\"font-size: 15px;\"><span style=\"font-size: 15px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"       height=\"157.5\" width=\"612\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534231259.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span><\/span><\/p>\n<p line=\"cvM2\" class=\"ql-long-10727507\"><span style=\"font-size: 15px;\">\u6ce8\u610f\u5230<span style=\"font-size: 15px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img class=\"gallery-image\"            style=\"width: 50px;height: 18px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534231259.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span>\u7684\u9886\u57df\u548c<span style=\"font-size: 15px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img class=\"gallery-image\"            style=\"width: 19px;height: 15px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534231259.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span>\u7684\u90bb\u57df\u5f88\u76f8\u4f3c\u3002\u7136\u800c\uff0c\u4e00\u6761\u989d\u5916\u7684\u8fb9\u628a\u8def\u5f84\u56fe<span style=\"font-size: 15px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"       height=\"22\" width=\"17\" style=\"width: 15px;height: 19px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534231259.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span>\u8f6c\u6362\u6210\u95ed\u73af<span style=\"font-size: 15px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img class=\"gallery-image\"            style=\"width: 18px;height: 17px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534231259.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span>\uff0c\u663e\u8457\u5730\u6539\u53d8\u4e86\u56fe\u7684\u968f\u673a\u6e38\u8d70\u90bb\u57df\u3002\u7c7b\u4f3c\u8fd9\u6837\uff0c\u8fde\u63a5\u7f51\u7edc\u4e2d\u7684\u65e0\u8fde\u63a5\u6216\u5f31\u8fde\u63a5\u90e8\u5206\uff0c\u8d77\u5230\u6865\u6881\u4f5c\u7528\u7684\u8fb9\uff0c\u76f8\u6bd4\u5176\u5b83\u8fb9\u66f4\u53ef\u80fd\u5bf9\u90bb\u5c45\u4ea7\u751f\u663e\u8457\u5f71\u54cd\u3002<\/span><\/p>\n<p line=\"cvM2\" class=\"ql-long-10727507\"><span style=\"font-size: 15px;\"><br \/><\/span><\/p>\n<p line=\"B0L5\" class=\"ql-long-10727507\"><span style=\"font-size: 15px;\">\u5e78\u8fd0\u7684\u662f\uff0c\u5f88\u591a\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u56fe\uff0c\u6bd4\u5982\u793e\u4ea4\u7f51\u7edc\uff0c\u66f4\u503e\u5411\u4e8e<span style=\"font-size: 15px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img class=\"gallery-image\"            style=\"width: 51px;height: 18px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534231259.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span>\u8fd9\u79cd\u7c7b\u578b\u3002\u7f51\u7edc\u662f\u9ad8\u5ea6\u8fde\u63a5\u7684\uff0c\u589e\u52a0\u548c\u5220\u9664\u8282\u70b9\u7684\u67d0\u6761\u8fb9\u4e0d\u4f1a\u5bf9DeepWalk\u4e2d\u4f7f\u7528\u7684\u4e00\u9636\u968f\u673a\u6e38\u8d70\u7684\u5d4c\u5165\u4ea7\u751f\u663e\u8457\u5f71\u54cd\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u4e00\u9636\u548c\u4e8c\u9636\u7684\u968f\u673a\u6e38\u8d70\u5dee\u522b\u5f88\u5927\uff0c\u56e0\u6b64\u8fd9\u91cc\u7684\u8ba8\u8bba\u5185\u5bb9\u5bf9\u4e8e\u6269\u5c55\u5230node2vec\u53ef\u80fd\u5e76\u4e0d\u662f\u5fc5\u8981\u7684\u3002<\/span><\/p>\n<p line=\"B0L5\" class=\"ql-long-10727507\"><span style=\"font-size: 15px;\"><br \/><\/span><\/p>\n<p line=\"J6Kj\" class=\"ql-long-10727507\"><span style=\"font-size: 15px;\">\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\uff0c\u7b2c\u4e8c\u4e2a\u95ee\u9898\u53ef\u4ee5\u901a\u8fc7\u8fde\u63a5\u4ece\u591a\u4e2anode2vec\u5b9e\u4f8b\u5f97\u51fa\u7684\u7279\u5f81\uff0c\u7136\u540e\u8bad\u7ec3\u4e00\u4e2a\u81ea\u52a8\u7f16\u7801\u5668\uff0c\u628a\u8fd9\u4e9b\u7efc\u5408\u7279\u5f81\u6620\u5c04\u6210\u538b\u7f29\u7684\u8868\u793a\u3002<\/span><\/p>\n<p line=\"J6Kj\" class=\"ql-long-10727507\"><span style=\"font-size: 15px;\"><br \/><\/span><\/p>\n<p line=\"J6Kj\" class=\"ql-long-10727507\" style=\"text-align: center;\"><span style=\"font-size: 15px;\"><img class=\"\"       style=\"text-align: center;white-space: normal;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534231259.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/span><\/p>\n<p line=\"xiXR\" class=\"ql-long-10727507\"><span style=\"font-size: 15px;\"><br \/><\/span><\/p>\n<p line=\"xiXR\" class=\"ql-long-10727507\"><span style=\"font-size: 15px;\">\u5982\u4f55\u5b9e\u73b0\u65f6\u53d8\u7f51\u7edc\u4e0a\u7684\u53ef\u6269\u5c55\u7279\u5f81\u5b66\u4e60\u5462\uff1f\u5bf9\u4e8e\u65f6\u53d8\u7f51\u7edc\uff0c\u4e00\u4e9b\u5de5\u5177\u53ef\u4ee5\u7528\u4e8e\u56fe\u5d4c\u5165\u7684\u589e\u91cf\u66f4\u65b0\uff0c\u6bd4\u5982Abraham et al.(2016)<strong>[4]<\/strong>\u63d0\u51fa\u7684\u52a8\u6001\u9891\u8c31\u7a00\u91ca\u5668\u3002\u8fd9\u65b9\u9762\u4ecd\u7136\u6709\u5927\u91cf\u5de5\u4f5c\u9700\u8981\u505a\uff0c\u5373\u4f7f\u662f\u6700\u597d\u7684\u7a00\u91ca\u5668\u4e5f\u56e0\u4e3a\u901f\u5ea6\u592a\u6162\u800c\u96be\u4ee5\u5b9e\u9645\u5e94\u7528\u4e8e\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u56fe\uff0c\u5373\u4f7f\u5b58\u5728\u4e9a\u5bf9\u6570\u7b97\u6cd5\uff0c\u7b97\u6cd5\u7684\u5e38\u91cf\u56e0\u5b50\u4e5f\u975e\u5e38\u5927\u3002\u6211\u76f8\u4fe1\uff0c\u7ed3\u5408\u52a8\u6001\u56fe\u5206\u5272\u6280\u672f\u548c\u66f4\u65b0\u56fe\u6458\u8981\u77e9\u9635\uff26\u5bf9\u4e8e\u65f6\u53d8\u56fe\u7684\u7279\u5f81\u6458\u8981\u6765\u8bf4\u6216\u8bb8\u662f\u4e00\u4e2a\u53ef\u884c\u7684\u65b9\u6cd5\u3002<\/span><\/p>\n<p line=\"xiXR\" class=\"ql-long-10727507\"><span style=\"font-size: 15px;\"><br \/><\/span><\/p>\n<p line=\"HVC8\" class=\"ql-long-10727507\"><span style=\"font-size: 15px;\">\u53e6\u4e00\u4e2a\u53ef\u9009\u7684\u65b9\u6cd5\u662f\u6cdb\u5316node2vec\u7b97\u6cd5\u5230\u65f6\u53d8\u7f51\u7edc\uff0c\u901a\u8fc7\u6dfb\u52a0\u4e00\u4e2a\u989d\u5916\u7684\u53c2\u6570\u03bb\uff0c\u5f71\u54cd\u968f\u673a\u6e38\u8d70\u7ecf\u8fc7\u201c\u65f6\u53d8\u8fb9\u754c\u201d\u7684\u6982\u7387\u3002\u6709\u4e9b\u9884\u6d4b\u4efb\u52a1\u4e2d\u53ef\u80fd\u6709\u201c\u65f6\u53d8\u4f4d\u7f6e\u201d\u7684\u6982\u5ff5\uff0c\u5176\u4e2d\u6709\u7740\u76f8\u4f3c\u65f6\u95f4\u6233\u7684\u56fe\u7684\u5feb\u7167\u662f\u76f8\u5173\u7684\uff0c\u800c\u5176\u4ed6\u7684\u6216\u8bb8\u6709\u66f4\u4e45\u7684\u4f9d\u8d56\u5173\u7cfb\u3002<\/span><\/p>\n<p line=\"HVC8\" class=\"ql-long-10727507\"><span style=\"font-size: 15px;\"><br \/><\/span><\/p>\n<p line=\"JwmR\" class=\"ql-long-10727507\"><span style=\"font-size: 15px;\">\u63a5\u4e0b\u6765\u6211\u4eec\u5f00\u59cb\u4ecb\u7ecd\u56fe\u5377\u79ef\u7f51\u7edc\uff0c\u4e00\u79cd\u6700\u8fd1\u63d0\u51fa\u7684\u7f51\u7edc\u56fe\u4e0a\u673a\u5668\u5b66\u4e60\u7684\u65b9\u6cd5\u3002<\/span><\/p>\n<p><span style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;font-size: 15px;\"><\/span><\/p>\n<section class=\"mpa-template\"   >\n<section  style=\"margin-top: 20px;max-width: 100%;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;max-width: 100%;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\">\n<section  style=\"padding-right: 10px;padding-left: 10px;max-width: 100%;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><span style=\"max-width: 100%;font-size: 15px;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><strong mpa-from-tpl=\"t\" style=\"max-width: 100%;border-color: rgb(123, 12, 0);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><\/p>\n<p style=\"max-width: 100%;min-height: 1em;border-color: rgb(123, 12, 0);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><span style=\"max-width: 100%;border-color: rgb(123, 12, 0);font-size: 16px;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"max-width: 100%;border-color: rgb(123, 12, 0);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><br \/><\/strong><\/span><\/p>\n<p style=\"max-width: 100%;min-height: 1em;border-color: rgb(123, 12, 0);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><span style=\"max-width: 100%;border-color: rgb(123, 12, 0);font-size: 16px;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"max-width: 100%;border-color: rgb(123, 12, 0);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\">3.\u56fe\u5377\u79ef<\/strong><\/span><\/p>\n<p><\/strong><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span class=\"ql-author-3740684 ql-font-serif\" style=\"font-size: 15px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;color: rgb(34, 34, 34);\"><br \/><\/span><\/p>\n<p><span style=\"font-size: 15px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;color: rgb(34, 34, 34);\">Node2vec\u548cDeepWalk\u7684\u65b9\u6cd5\u90fd\u662f\u5148\u751f\u6210\u201c\u8bed\u6599\u201d\u7136\u540e\u7528\u4e8e\u540e\u7eed\u7684\u673a\u5668\u5b66\u4e60\u6280\u672f\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u56fe\u5377\u79ef\uff08GCN\uff09\u5219\u662f\u5c55\u793a\u4e86\u4e00\u79cd\u7aef\u5230\u7aef\u7684\u65b9\u6cd5\u8fdb\u884c\u7ed3\u6784\u5316\u5b66\u4e60\u3002<\/span><\/p>\n<p><span style=\"font-size: 15px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;color: rgb(34, 34, 34);\"><br \/><\/span><\/p>\n<p><span style=\"font-size: 15px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;color: rgb(34, 34, 34);\"><\/span><\/p>\n<p style=\"text-align: center;\"><img class=\"\"         style=\"width: 490px;height: auto;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534231259.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/p>\n<p style=\"text-align: center;\"><span style=\"font-size: 15px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;color: rgb(34, 34, 34);\"><\/span><span style=\"font-size: 14px;\"><strong><span style=\"color: rgb(136, 136, 136);\">\u56fe\u5377\u79ef<\/span><\/strong><\/span><\/p>\n<p line=\"Jhl2\"><\/p>\n<p line=\"03C8\" class=\"ql-long-3740684\"><span style=\"font-size: 15px;\">GCN\u5c1d\u8bd5\u5c06\u4f20\u7edf\u7684\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u63a8\u5e7f\u5230\u53ef\u53d8\u7684\u3001\u65e0\u5e8f\u7684\u7ed3\u6784\u4e2d\u3002\u7531\u4e8e\u56fe\u6ca1\u6709\u660e\u786e\u5b9a\u4e49\u7684\u987a\u5e8f\uff0c\u56e0\u6b64\u8282\u70b9\u7684\u6392\u5e8f\u4e0d\u5e94\u8be5\u5bf9GCN\u4ea7\u751f\u5f71\u54cd\u3002\u5f88\u663e\u7136\uff0cCNN\u5e76\u6ca1\u6709\u8fd9\u4e2a\u7279\u6027\uff0c\u56e0\u4e3a\u968f\u673a\u4ea4\u6362\u56fe\u50cf\u50cf\u7d20\u77e9\u9635\u7684\u884c\u548c\u5217\uff0c\u518d\u8f93\u5165\u7ed9CNN\u5fc5\u7136\u4f1a\u6539\u53d8\u8ba1\u7b97\u7684\u8f93\u51fa\uff08\u901a\u5e38\uff0c\u7528\u4e8e\u89c6\u89c9\u95ee\u9898\u7684CNN\uff0c\u5728\u8bc6\u522b\u56fe\u50cf\u4e2d\u7684\u8fb9\u7f18\u6216\u5176\u4ed6\u5c40\u90e8\u7ed3\u6784\u65f6\uff0c\u5176\u8f93\u5165\u5728\u4e0d\u540c\u7684\u884c\u5217\u7f6e\u6362\u4e0b\uff0c\u8ba1\u7b97\u7ed3\u679c\u5e76\u4e0d\u662f\u4e00\u6210\u4e0d\u53d8\u7684\uff09\u3002<\/span><\/p>\n<p line=\"03C8\" class=\"ql-long-3740684\"><span style=\"font-size: 15px;\"><br \/><\/span><\/p>\n<p line=\"03C8\" class=\"ql-long-3740684\"><span style=\"font-size: 15px;\">\u6b64\u5916\uff0cCNN\u5bf9\u50cf\u7d20\u90bb\u57df\u7684\u5f62\u72b6\u5e76\u4e0d\u662f\u4e0d\u53ef\u77e5\u7684\uff0c\u6362\u53e5\u8bdd\u8bf4\uff0c\u5e76\u6ca1\u6709\u660e\u663e\u7684\u65b9\u5f0f\u53ef\u4ee5\u8bad\u7ec3\u4e00\u4e2aCNN\u540c\u65f6\u63a5\u53d7\u5728\u6b63\u65b9\u5f62\u548c\u516d\u8fb9\u5f62\u7f51\u683c\u4e0a\u5b9a\u4e49\u7684\u56fe\u50cf\uff0c\u5373\u4e00\u4e2a\u5185\u5728\u50cf\u7d20\u5206\u522b\u5177\u6709\u516b\u4e2a\u548c\u516d\u4e2a\u76f4\u63a5\u90bb\u5c45\u3002\u56e0\u6b64\uff0c\u4e3a\u4e86\u89e3\u91ca\u4e00\u822c\u56fe\u7684\u52a8\u6001\u7ed3\u6784\uff0c\u5fc5\u987b\u5bf9CNN\u7684\u6fc0\u6d3b\u51fd\u6570\uff08activation function\uff09\u8fdb\u884c\u5408\u7406\u7684\u677e\u5f1b\uff08relaxations\uff09\u3002<\/span><\/p>\n<p line=\"NekN\"><\/p>\n<p line=\"DPrQ\" class=\"ql-long-3740684\"><span style=\"font-size: 15px;\">\u5f88\u591a\u4f5c\u8005\u63d0\u51fa\u4e86\u4e0d\u540c\u7684GCN\u677e\u5f1b\uff08relaxations\uff09\u65b9\u6cd5\u3002\u5176\u4e2d\u4e00\u7bc7\u6587\u7ae0<strong>[5]<\/strong>\u5b9a\u4e49\u4e86\u4e00\u79cd\u548cCNN\u7c7b\u4f3c\u7684\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u4f18\u5316\u4e86\u7a00\u758f\u8fc7\u6ee4\u5668\uff0c\u800c\u8fc7\u6ee4\u5668\u5728\u591a\u4e2a\u5c3a\u5ea6\u4e0a\u5bf9\u56fe\u8fdb\u884c\u805a\u7c7b\u64cd\u4f5c\u3002\u8fd9\u7bc7\u6587\u7ae0\u8fd8\u63d0\u51fa\u4e86CNN\u7684\u8c31\u8fd1\u4f3c\u65b9\u6cd5\uff0cCNN\u4e2d\u591a\u4e2a\u8c31\u8fc7\u6ee4\u5668\u4f5c\u7528\u5728\u5bf9\u5e94\u6700\u5927\u7279\u5f81\u503c\u7684\u7279\u5f81\u5411\u91cf\u4e0a\u3002\u53e6\u5916\u4e00\u7bc7\u6587\u7ae0<strong>[6]<\/strong>\u63d0\u51fa\u4e86\u4e00\u79cd\u548cCNN\u66f4\u65b0\u5177\u6709\u76f8\u540c\u7684\u65f6\u95f4\u590d\u6742\u5ea6\u7684GCN\u66f4\u65b0\u65b9\u6848\uff0c\u5373\u5bf9\u8c31\u8fc7\u6ee4\u5668\u53ea\u8fdb\u884c\u4f4e\u5ea6\u7684\u591a\u9879\u5f0f\u8fd1\u4f3c\u3002\u8fd8\u6709\u4e00\u7bc7\u6587\u7ae0<strong>[7]<\/strong>\u901a\u8fc7\u4f7f\u7528\u591a\u4e2a\u7ebf\u6027\u8c31\u8fc7\u6ee4\u5668\u7b80\u5316\u4e86GCN\u7684\u516c\u5f0f\uff0c\u8fd9\u4e9b\u8fc7\u6ee4\u5668\u53ef\u4ee5\u5171\u540c\u6355\u6349\u9ad8\u9636\u7279\u5f81\u3002<\/span><\/p>\n<p line=\"Dhc9\"><\/p>\n<p line=\"s0yN\" class=\"ql-long-3740684\"><span style=\"font-size: 15px;\">\u8fd9\u4e9b\u56fe\u5377\u79ef\u7f51\u7edc\u516c\u5f0f\u672c\u8eab\u5c31\u5f88\u6709\u8da3\uff0c\u9700\u8981\u66f4\u591a\u7bc7\u5e45\u6765\u8be6\u7ec6\u63cf\u8ff0\u3002GCN\u4f5c\u4e3a\u4e4b\u524d\u7ae0\u8282\u63cf\u8ff0\u7684\u56fe\u5904\u7406\u65b9\u6cd5\u7684\u5408\u7406\u66ff\u4ee3\u65b9\u6848\u5df2\u7ecf\u663e\u793a\u51fa\u4e86\u524d\u666f\u3002GCN\u7684\u5b8c\u5168\u53ef\u5fae\u5206\u7684\u7279\u5f81\u4e5f\u4f7f\u5f97\u5176\u7a00\u758f\u8fc7\u6ee4\u5668\u80fd\u591f\u6210\u4e3a\u7aef\u5230\u7aef\u5b66\u4e60\u7b97\u6cd5\u7684\u4e00\u90e8\u5206\u3002\u867d\u7136node2vec\u7684\u504f\u7f6e\u8d85\u53c2\u6570(p, q)\u5141\u8bb8\u53d1\u73b0\u66f4\u591a\u4e2a\u6027\u5316\u7684\u7279\u5f81\uff0c\u4f46\u662fGCN\u7684\u6743\u91cd\u77e9\u9635\u4e5f\u53ef\u4ee5\u6839\u636e\u63d0\u4f9b\u7684\u8bad\u7ec3\u6570\u636e\u8fdb\u884c\u8c03\u6574\u3002<\/span><\/p>\n<p line=\"aFg8\"><\/p>\n<p line=\"uP4Q\" class=\"ql-long-3740684\"><span style=\"font-size: 15px;\">\u7ed3\u6784\u5316\u5b66\u4e60\u5df2\u7ecf\u88ab\u5e94\u7528\u5230\u751f\u7269\u5316\u5b66\u9886\u57df\uff0c\u6587\u7ae0[8]\u63d0\u4f9b\u4e86\u4e00\u79cd\u7aef\u5230\u7aef\u7684\u548c\u5168\u5fae\u5206\u7684\u795e\u7ecf\u7f51\u7edc\u6765\u9884\u6d4b\u57fa\u4e8e\u7a00\u758f\u539f\u5b50\u7ed3\u6784\u7684\u86cb\u767d\u8d28-\u914d\u4f53\u4eb2\u548c\u529b\u3002\u53e6\u4e00\u7bc7\u8bba\u6587<strong>[9]<\/strong>\u7528GCN\u89e3\u51b3\u4e86\u836f\u7269\u53d1\u73b0\u95ee\u9898\uff0c\u5e76\u5f15\u5165\u4e86\u4e00\u4e2a\u865a\u62df\u7684\u201c\u8d85\u7ea7\u8282\u70b9\u201d\uff0c\u8be5\u865a\u62df\u7684\u201c\u8d85\u7ea7\u8282\u70b9\u201d\u901a\u8fc7\u6709\u5411\u8fb9\u8fde\u63a5\u5230\u5019\u9009\u836f\u7269\u56fe\u4e2d\u7684\u6bcf\u4e2a\u8282\u70b9\uff0c\u4ee5\u4fbf\u5f97\u5230\u56fe\u7279\u5f81\u3002<\/span><\/p>\n<p line=\"uP4Q\" class=\"ql-long-3740684\"><span style=\"font-size: 15px;\"><br \/><\/span><\/p>\n<p line=\"uP4Q\" class=\"ql-long-3740684\"><span style=\"font-size: 15px;\">GCN\u4e5f\u5df2\u7ecf\u6210\u529f\u5e94\u7528\u5728\u77e5\u8bc6\u56fe<strong>[10]<\/strong>\u7684\u94fe\u63a5\u9884\u6d4b\u548c\u5b9e\u4f53\u5206\u7c7b\u7b49\u65b9\u9762\u3002\u6700\u8fd1\u51fa\u73b0\u7684\u7ed3\u6784\u5316\u5b66\u4e60\u7684\u6210\u529f\u548c\u5feb\u901f\u7684\u7814\u7a76\u5728\u672a\u6765\u51e0\u5e74\u8fd8\u4f1a\u6709\u66f4\u591a\u3002\u4e5f\u8bb8\u6211\u4eec\u5f88\u5feb\u5c31\u4f1a\u770b\u5230\u5229\u7528\u5173\u7cfb\u7ed3\u6784\u5982\u77e5\u8bc6\u56fe\u7684GCN\u7f51\u7edc\u6765\u63d0\u9ad8\u8ba1\u7b97\u673a\u89c6\u89c9\u4e2d\u7269\u4f53\u68c0\u6d4b\u7684\u6027\u80fd\uff0c\u4e5f\u6216\u8bb8\uff0c\u901a\u8fc7\u7ed3\u6784\u5316\u5b66\u4e60\u65b9\u6cd5\u80fd\u591f\u52a0\u901f\u86cb\u767d\u8d28\u6298\u53e0\u6a21\u62df\uff0c\u4ece\u800c\u5927\u5927\u964d\u4f4e\u539f\u5b50\u5ea6\u4f4e\u7684\u4e09\u7ef4\u86cb\u767d\u8d28\u7684\u7ef4\u5ea6\u7b49\u7b49\u3002\u8fd9\u4e9b\u5e94\u7528\u51e0\u4e4e\u53ef\u4ee5\u80af\u5b9a\u5c06\u4f1a\u51fa\u73b0\uff08\u5982\u679c\u5c1a\u672a\u53d1\u5e03\u7684\u8bdd\uff09\uff0c\u8fd9\u5f53\u7136\u4f7f\u5f97\u7ed3\u6784\u5316\u5b66\u4e60\u6210\u4e3a\u4e00\u4e2a\u4ee4\u4eba\u5174\u594b\u7684\u9886\u57df\u3002<\/span><\/p>\n<p line=\"uP4Q\" class=\"ql-long-3740684\"><span style=\"font-size: 15px;\"><br \/><\/span><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"title\" style=\"white-space: normal;\">\n<section  style=\"margin-top: 20px;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"border-color: rgb(123, 12, 0);font-size: 16px;\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">4.\u53c2\u8003\u6587\u732e<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"white-space: normal;\"><\/p>\n<p style=\"margin-bottom: 5px;\"><span style=\"font-size: 14px;\"><span style=\"color: rgb(136, 136, 136);\">[1]<span style=\"caret-color: rgb(0, 0, 0);\">Rami Al-Rfou &#8220;<\/span><\/span><span style=\"color: rgb(136, 136, 136);caret-color: rgb(0, 0, 0);\">DeepWalk: Online Learning of Social Representations<span  style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;\">[J]&nbsp;<span  style=\"caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;\">knowledge discovery and data mining, 2014: 701-710.<\/span><\/span>&#8220;<\/span><\/span><\/p>\n<p style=\"margin-bottom: 10px;\"><span style=\"color: rgb(136, 136, 136);caret-color: rgb(0, 0, 0);font-size: 14px;\">https:\/\/arxiv.org\/abs\/1403.6652<\/span><\/p>\n<p style=\"margin-bottom: 5px;\"><span style=\"font-size: 14px;\"><span style=\"font-size: 14px;color: rgb(136, 136, 136);\">[2]<span style=\"font-size: 14px;caret-color: rgb(0, 0, 0);\">Tomas Mikolov &#8220;<\/span><\/span><span style=\"font-size: 14px;color: rgb(136, 136, 136);caret-color: rgb(0, 0, 0);\">Efficient Estimation of Word Representations in Vector Space<span  style=\"font-size: 14px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;\">[J]&nbsp;<span  style=\"font-size: 14px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;\">arXiv: Computation and Language, 2013.<\/span><\/span>&#8220;<\/span><\/span><\/p>\n<p style=\"margin-bottom: 10px;\"><span style=\"font-size: 14px;color: rgb(136, 136, 136);caret-color: rgb(0, 0, 0);\">https:\/\/arxiv.org\/abs\/1301.3781<\/span><\/p>\n<p style=\"white-space: normal;margin-bottom: 5px;\"><span style=\"font-size: 14px;\"><span style=\"font-size: 14px;color: rgb(136, 136, 136);\">[3]<\/span><span style=\"font-size: 14px;color: rgb(136, 136, 136);caret-color: rgb(0, 0, 0);\">Aditya Grover\uff0cJure Leskovec &#8220;node2vec: Scalable Feature Learning for Networks <span  style=\"font-size: 14px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;\">[J]&nbsp;<span  style=\"font-size: 14px;caret-color: rgb(0, 0, 0);font-family: -webkit-standard;text-size-adjust: auto;\">knowledge discovery and data mining, 2016: 855-864.<\/span><\/span>&#8220;<\/span><\/span><\/p>\n<p style=\"white-space: normal;margin-bottom: 10px;\"><span style=\"font-size: 14px;color: rgb(136, 136, 136);caret-color: rgb(0, 0, 0);\">https:\/\/cs.stanford.edu\/people\/jure\/pubs\/node2vec-kdd16.pdf<\/span><\/p>\n<p style=\"margin-bottom: 5px;\"><span style=\"font-size: 14px;\"><span style=\"font-size: 14px;color: rgb(136, 136, 136);caret-color: rgb(0, 0, 0);\">[4<\/span><span style=\"font-size: 14px;color: rgb(136, 136, 136);caret-color: rgb(0, 0, 0);text-decoration: none;\">]<\/span><span style=\"font-size: 14px;color: rgb(136, 136, 136);caret-color: rgb(0, 0, 0);\">Abraham et al.&#8221;On Fully Dynamic Graph Sparsifiers.[F]&nbsp;<span style=\"color: rgb(136, 136, 136);\">New Jersey, USA, 2016, pp. 335-344.<\/span>&#8220;<\/span><\/span><\/p>\n<p style=\"margin-bottom: 10px;\"><span style=\"font-size: 14px;color: rgb(136, 136, 136);caret-color: rgb(0, 0, 0);\">https:\/\/ieeexplore.ieee.org\/abstract\/document\/7782947\/<\/span><\/p>\n<p style=\"margin-bottom: 5px;\"><span style=\"font-size: 14px;\"><span style=\"font-size: 14px;color: rgb(136, 136, 136);\">[5]<\/span><span style=\"font-size: 14px;color: rgb(136, 136, 136);caret-color: rgb(0, 0, 0);\">Bruna, Joan, et al. &#8220;Spectral networks and locally connected networks on graphs.<\/span><\/span><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">&nbsp;arXiv:1312.62<\/span><span style=\"color: rgb(136, 136, 136);\"><span style=\"font-size: 14px;\">03<\/span><span style=\"font-size: 16px;\">&#8220;<\/span><\/span><\/p>\n<p style=\"margin-bottom: 10px;\"><span style=\"font-size: 14px;color: rgb(136, 136, 136);caret-color: rgb(0, 0, 0);\">https:\/\/arxiv.org\/abs\/1312.6203<\/span><\/p>\n<p style=\"white-space: normal;margin-bottom: 5px;\"><span style=\"font-size: 14px;\"><span style=\"font-size: 14px;color: rgb(136, 136, 136);caret-color: rgb(0, 0, 0);\">[6]Defferrard, Micha\u00ebl, Xa<\/span><\/span><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">vier Bresson, and Pierre Vandergheynst. &nbsp;&#8220;Convolutional neural networks on graphs with fast localized spectral filtering.&nbsp;arXiv:1606.09375&nbsp;[cs.LG]&#8221;<\/span><\/p>\n<p style=\"white-space: normal;margin-bottom: 10px;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">https:\/\/arxiv.org\/abs\/1606.09375<\/span><\/p>\n<p><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">[7]Kipf, Thomas N., and Max Welling. &nbsp;&#8220;Semi-supervised classification with graph convolutional networks.&nbsp;arXiv:1609.02907&nbsp;[cs.LG]&#8221;<\/span><\/p>\n<p style=\"white-space: normal;margin-bottom: 10px;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">https:\/\/arxiv.org\/abs\/1609.02907<\/span><\/p>\n<p style=\"white-space: normal;margin-bottom: 5px;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">[8]Gomes, Joseph, et al. &#8220;Atomic convolutional networks for predicting protein-ligand binding affinity.&nbsp;arXiv:1703.10603&nbsp;[cs.LG]&#8221;&nbsp;<\/span><\/p>\n<p style=\"white-space: normal;margin-bottom: 10px;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">https:\/\/arxiv.org\/abs\/1703.10603<\/span><\/p>\n<p style=\"white-space: normal;margin-bottom: 5px;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">[9]Li, Junying, Deng Cai, and Xiaofei He. &#8220;Learning Graph-Level Representation for Drug Discovery.&nbsp;arXiv:1709.03741&nbsp;[cs.LG]&#8221;<\/span><\/p>\n<p style=\"white-space: normal;margin-bottom: 10px;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">https:\/\/arxiv.org\/abs\/1709.03741<\/span><\/p>\n<p><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">[10]Schlichtkrull, Michael, et al. &#8220;Modeling Relational Data with Graph Convolutional Networks.&nbsp;arXiv:1703.06103&nbsp;[stat.ML]&#8221;<\/span><\/p>\n<p style=\"white-space: normal;margin-bottom: 5px;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">https:\/\/arxiv.org\/abs\/1703.06103<\/span><\/p>\n<p style=\"white-space: normal;margin-bottom: 5px;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\"><br \/><\/span><\/p>\n<blockquote>\n<p class=\"p1\" style=\"white-space: normal;\"><span style=\"font-size: 14px;color: rgb(136, 136, 136);\">\u7ffb\u8bd1\uff1a\u738b\u6615\u54f2<\/span><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">\u859b\u4e9a\u98de\u5f20\u6d2a\u5f6d\u667a\u52c7\u8f9b\u8339\u6708<\/span><\/p>\n<p class=\"p1\" style=\"white-space: normal;\"><span style=\"font-size: 14px;color: rgb(136, 136, 136);\">\u5ba1\u6821\uff1a\u9f9a\u529b&nbsp;<\/span><\/p>\n<p class=\"p1\" style=\"white-space: normal;\"><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">\u7f16\u8f91\uff1a\u96c6\u667a\u5c0f\u98ce<\/span><\/p>\n<\/blockquote>\n<p style=\"white-space: normal;\"><span style=\"color: rgb(136, 136, 136);font-size: 15px;\"><\/span><\/p>\n<section class=\"mpa-template\"    style=\"white-space: normal;\">\n<section  style=\"margin-top: 20px;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">\u63a8\u8350\u9605\u8bfb<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-top: 10px;margin-bottom: 15px;white-space: normal;color: rgb(62, 62, 62);text-align: center;\"><\/p>\n<p style=\"white-space: normal;text-align: center;\"><strong style=\"color: rgb(62, 62, 62);text-decoration: underline;font-size: 14px;\">&nbsp;<a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487286&amp;idx=1&amp;sn=1727b348b05e223a9f12187e01c254c0&amp;chksm=e89455bbdfe3dcadb03598ea10fcc63441394b82a3bfa4b3cf32b6588b6d8dd8e5de1e1237ad&amp;scene=21#wechat_redirect\" target=\"_blank\">\u6587\u732e\u7efc\u8ff0\uff1a\u4eba\u5de5\u667a\u80fd\u5982\u4f55\u5f71\u54cd\u793e\u4f1a\u7ecf\u6d4e<\/a><\/strong><strong style=\"color: rgb(62, 62, 62);text-decoration: underline;font-size: 14px;\">&nbsp;<\/strong><\/p>\n<p style=\"margin-top: 10px;margin-bottom: 15px;font-size: 16px;white-space: normal;color: rgb(62, 62, 62);text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487945&amp;idx=1&amp;sn=3d15315d34e325315fda21ab8db50a83&amp;chksm=e8944b44dfe3c252c4330201a003c348094c2675e57bd614218e46cb3c1b42739efbb2208cf1&amp;scene=21#wechat_redirect\" target=\"_blank\"><strong style=\"text-decoration: underline;font-size: 14px;\">\u8bba\u6587\u89e3\u8bfb\uff1a\u590d\u6742\u7f51\u7edc\u7684\u591a\u5c3a\u5ea6\u52a8\u6001\u5d4c\u5165\u6280\u672f<\/strong><\/a><\/p>\n<p style=\"margin-top: 10px;margin-bottom: 15px;font-size: 16px;white-space: normal;color: rgb(62, 62, 62);text-align: center;\"><strong style=\"text-decoration: underline;font-size: 14px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487199&amp;idx=1&amp;sn=503493c0e022b536ef89a7975e0e82db&amp;chksm=e8945452dfe3dd4451c98801483adcccf42138c59cf02f72b37e7b283f48e9e162e746a70b98&amp;scene=21#wechat_redirect\" target=\"_blank\">\u5b66\u672f\u52a8\u6001\uff1a\u51e0\u4f55\u6df1\u5ea6\u5b66\u4e60\u524d\u6cbf&nbsp;<\/a><\/strong><\/p>\n<p style=\"margin-top: 10px;margin-bottom: 15px;font-size: 16px;white-space: normal;color: rgb(62, 62, 62);text-align: center;\"><strong style=\"text-decoration: underline;font-size: 14px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487199&amp;idx=1&amp;sn=503493c0e022b536ef89a7975e0e82db&amp;chksm=e8945452dfe3dd4451c98801483adcccf42138c59cf02f72b37e7b283f48e9e162e746a70b98&amp;scene=21#wechat_redirect\" target=\"_blank\">\u5927\u6570\u636e\u4f1a\u66b4\u9732\u4f60\u7684\u793e\u4f1a\u9636\u5c42\u5417\uff1f&nbsp;<\/a><\/strong><\/p>\n<p style=\"margin-top: 10px;margin-bottom: 15px;white-space: normal;color: rgb(62, 62, 62);text-align: center;\"><strong><span style=\"font-size: 14px;text-decoration: underline;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486885&amp;idx=1&amp;sn=bae50252574865f45a482ab788287ded&amp;chksm=e8945728dfe3de3eea5f7962060f3531821e27e34a708cd4c71d2ed5863f8f5fafd50422e211&amp;scene=21#wechat_redirect\" target=\"_blank\">2017\u5e74\u4eba\u5de5\u667a\u80fd\u4e0e\u6df1\u5ea6\u5b66\u4e60-\u5e74\u5ea6\u5927\u4e8b\u4ef6<\/a><\/span><\/strong><\/p>\n<p style=\"margin-top: 10px;margin-bottom: 15px;white-space: normal;color: rgb(62, 62, 62);text-align: center;\"><strong><span style=\"font-size: 14px;text-decoration: underline;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487896&amp;idx=1&amp;sn=c196c3361bd786bb2baa8c11f6a7aa34&amp;chksm=e8944b15dfe3c2037a936e447547478b3288ab3702fb228493fc54ae3b56878f0068128047d4&amp;scene=21#wechat_redirect\" target=\"_blank\">\u300a\u63a2\u5bfb\u5b87\u5b99\u7684\u667a\u80fd\uff0c\u89e3\u5bc6\u540c\u6b65\u7684\u5965\u79d8\u300b<\/a><\/span><\/strong><\/p>\n<p style=\"margin-top: 10px;margin-bottom: 15px;white-space: normal;color: rgb(62, 62, 62);text-align: center;\"><strong><span style=\"font-size: 14px;text-decoration: underline;\"><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\" target=\"_blank\">\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01\u96c6\u667a\u4ff1\u4e50\u90e8\u56e2\u961f\u62db\u65b0\u5566\uff01<\/a><\/span><\/strong><\/p>\n<p style=\"margin-top: 10px;margin-bottom: 15px;white-space: normal;color: rgb(62, 62, 62);text-align: center;\"><strong style=\"text-decoration: underline;font-size: 14px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487624&amp;idx=1&amp;sn=faf4f6b483c32adf438705564ff3605f&amp;chksm=e8944a05dfe3c31342bbeea08cdbea849daf39dce109283551bd25df72dffb839f30be84f4f5&amp;scene=21#wechat_redirect\" target=\"_blank\">\u5168\u606f\u8ba1\u7b97\u6253\u9020\u201c\u516c\u53f8\u5927\u8111\u201d\uff1b\u7b80\u5355\u89c4\u5219\u9a71\u52a8\u590d\u6742\u7cfb\u7edf&nbsp;<\/a><\/strong><\/p>\n<p style=\"white-space: normal;color: rgb(62, 62, 62);text-align: center;\"><strong style=\"text-decoration: underline;font-size: 14px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487411&amp;idx=1&amp;sn=70371ccc16e05077ec4613a23ed11e64&amp;chksm=e894553edfe3dc28c1786c0cbfd79c8ae811da4ccf38fd2e957f7365940fcf3e0350bd6b9b9b&amp;scene=21#wechat_redirect\" target=\"_blank\">\u89e3\u8bfb\u5e42\u5f8b\u4e0e\u65e0\u6807\u5ea6\u7f51\u7edc | \u7f51\u7edc\u79d1\u5b66\u5165\u95e8<\/a><\/strong><\/p>\n<p style=\"white-space: normal;\"><span style=\"color: rgb(136, 136, 136);font-size: 15px;\"><br \/><\/span><\/p>\n<section class=\"mpa-template\"   >\n<hr style=\"max-width: 100%;color: rgb(62, 62, 62);font-size: 16px;line-height: 25.6px;widows: 1;background-color: rgb(255, 255, 255);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\">\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;max-width: 100%;min-height: 1em;color: rgb(62, 62, 62);font-size: 16px;line-height: 25.6px;widows: 1;text-align: center;background-color: rgb(255, 255, 255);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><img class=\"__bg_gif\"     style=\"letter-spacing: 0.5px;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;visibility: visible !important;width: 64px !important;\" width=\"100%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534231260.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><br style=\"max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><\/p>\n<section   style=\"margin-right: 0.5em;margin-left: 0.5em;max-width: 100%;color: rgb(62, 62, 62);font-size: 16px;line-height: 25.6px;widows: 1;letter-spacing: 0.5px;background-color: rgb(255, 255, 255);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\">\n<section   style=\"margin-right: 0.5em;margin-left: 0.5em;max-width: 100%;line-height: 25.6px;text-align: center;outline: none;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\">\n<section   style=\"margin-right: 0.5em;margin-left: 0.5em;max-width: 100%;line-height: 25.6px;outline: none;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\">\n<section   style=\"max-width: 100%;outline: none;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\">\n<section  style=\"margin-right: 0.5em;margin-left: 0.5em;max-width: 100%;font-size: 15px;outline: none;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\">\n<section  style=\"max-width: 100%;line-height: 25.6px;border-color: rgb(123, 12, 0);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\">\n<p style=\"margin-top: 10px;margin-bottom: 10px;padding-right: 3px;padding-left: 3px;max-width: 100%;min-height: 1em;transform: translate3d(0px, 0px, 0px);border-color: rgb(123, 12, 0);line-height: 1.5em;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><span style=\"max-width: 100%;font-size: 12px;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><strong mpa-from-tpl=\"t\" style=\"max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><span style=\"max-width: 100%;color: rgb(136, 136, 136);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\">\u96c6\u667aQQ\u7fa4\uff5c292641157<br style=\"max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\">\u5546\u52a1\u5408\u4f5c\uff5czhangqian@swarma.org<br style=\"max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\">\u6295\u7a3f\u8f6c\u8f7d\uff5cwangting@swarma.org<\/span><\/strong><\/span><\/p>\n<section   style=\"margin-right: 0.5em;margin-left: 0.5em;max-width: 100%;outline: none;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\">\n<h1 style=\"margin-top: 10px;margin-bottom: 10px;max-width: 100%;line-height: 1.75em;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><span style=\"max-width: 100%;font-size: 15px;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><strong mpa-from-tpl=\"t\" style=\"max-width: 100%;font-size: 14px;white-space: pre-wrap;color: rgb(0, 112, 192);line-height: 25.6px;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><strong mpa-from-tpl=\"t\" style=\"max-width: 100%;line-height: 28px;white-space: normal;color: rgb(61, 170, 214);font-size: 20px;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><span style=\"max-width: 100%;font-size: 15px;color: rgb(136, 136, 136);box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><span style=\"max-width: 100%;color: rgb(255, 76, 0);\">\u25c6&nbsp;<\/span><span style=\"max-width: 100%;color: rgb(0, 128, 255);\">\u25c6&nbsp;<\/span><span style=\"max-width: 100%;color: rgb(61, 170, 214);\">\u25c6<\/span><\/span><\/strong><\/strong><\/span><\/h1>\n<\/section>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;max-width: 100%;min-height: 1em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;overflow-wrap: break-word !important;\"><span style=\"max-width: 100%;color: rgb(123, 12, 0);font-size: 14px;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><strong mpa-from-tpl=\"t\" style=\"max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\">\u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/strong><\/span><\/p>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;max-width: 100%;min-height: 1em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;overflow-wrap: break-word !important;\"><span style=\"max-width: 100%;color: rgb(0, 0, 0);font-size: 14px;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><strong mpa-from-tpl=\"t\" style=\"max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><br style=\"max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><\/strong><\/span><\/p>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;max-width: 100%;min-height: 1em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;overflow-wrap: break-word !important;\"><span style=\"max-width: 100%;color: rgb(0, 0, 0);font-size: 14px;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><strong mpa-from-tpl=\"t\" style=\"max-width: 100%;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\">\u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/strong><\/span><\/p>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;max-width: 100%;font-size: 14px;color: rgb(71, 193, 168);line-height: 20px;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;overflow-wrap: break-word !important;\">\n<p style=\"margin: 5px auto;padding: 10px;max-width: 100%;min-height: 1em;width: 180px;border-width: 2px;border-style: dashed;border-color: rgb(132, 132, 132);line-height: normal;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;overflow-wrap: break-word !important;\"><img class=\"\"      style=\"box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;overflow-wrap: break-word !important;visibility: visible !important;width: auto !important;\" width=\"auto\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534231260.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"><\/p>\n<\/section>\n<p style=\"max-width: 100%;min-height: 1em;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\"><span style=\"max-width: 100%;font-size: 14px;box-sizing: border-box !important;word-wrap: break-word !important;word-break: normal !important;\">\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<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>\u672c\u6587\u7531\u96c6\u667a\u7ffb\u8bd1\u7ec4\u6574\u7406\u81eahttps:\/\/thegradient.pub 1.\u56fe\u6570\u636e\u4e2d\u8574\u85cf\u7740\u79d8\u5bc6 \u4e8b\u7269\u4e4b\u95f4\u7684\u5173\u8054\u4fe1\u606f\uff0c\u4eba\u7c7b\u5df2\u7ecf\u79ef\u7d2f\u4e86\u5f88\u591a\uff0c\u4f46\u7edd\u5927\u591a\u6570\u4eba\u4e0d\u77e5\u9053\u5982\u4f55\u5229\u7528\u5b83\u4eec\u3002 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