{"id":14594,"date":"2019-02-05T00:00:50","date_gmt":"2019-02-06T09:50:07","guid":{"rendered":"http:\/\/swarma.org\/067789ecf2\/"},"modified":"2019-02-06T17:50:14","modified_gmt":"2019-02-06T09:50:14","slug":"067789ecf2","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=14594","title":{"rendered":"\u795e\u7ecf\u7f51\u7edc\u7684\u4e09\u4ee3\u8fdb\u5316 | \u96c6\u667a\u5357\u4eac\u7814\u8bfb\u8425\u56de\u987e"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<p style=\"text-align: center\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma6-1549446607.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"text-align: center\"><span>\u5357\u4eac\u7814\u8bfb\u8425\u201c?\u201d\u5408\u5f71<\/span><\/p>\n<blockquote>\n<p><span>\u7f16\u8005\u6309\uff1a<\/span><\/p>\n<p><span>2019\u5e741\u670814\u65e5-1\u670823\u65e5\uff0c\u7531\u96c6\u667a\u4ff1\u4e50\u90e8\u3001\u817e\u8baf\u7814\u7a76\u9662\u3001\u5357\u4eac\u5927\u5b66\u65b0\u95fb\u4f20\u64ad\u5b66\u9662\u4e3e\u529e\u4e86\u4ee5<a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247494587&amp;idx=2&amp;sn=00853568256dc8244db9de2f6fb02f7e&amp;chksm=e897b136dfe03820beb7a80bfc20d5f67cb2d55edbaea71f3b1d505d45a50ba95e3be8931e73&amp;scene=21#wechat_redirect\" target=\"_blank\">\u201c\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\uff1a\u5f53\u793e\u4f1a\u79d1\u5b66\u9047\u5230\u4eba\u5de5\u667a\u80fd<\/a>\u201d\u4e3a\u4e3b\u9898\u7684\u7cfb\u5217\u7814\u8ba8\u6d3b\u52a8\uff0c\u5305\u62ec\u4e3a\u671f5\u5929\u7684\u8ba1\u7b97\u4f20\u64ad+\u4eba\u5de5\u667a\u80fd\u7814\u8ba8\u73ed\u548c\u4e3a\u671f6\u5929\u7684\u201c\u96c6\u667a-\u817e\u8baf\u201d\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u7814\u8bfb\u8425\u3002\u672c\u6587\u662f\u5bf94\u5929\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u7814\u8bfb\u8425\u5185\u5bb9\u7684\u7cfb\u7edf\u56de\u987e\u3002<\/span><\/p>\n<\/blockquote>\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>1. NN(\u795e\u7ecf\u7f51\u7edc)<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p>\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\uff08Artificial Neural Network\uff0c\u5373ANN \uff09\uff0c\u5b83\u4ece\u4fe1\u606f\u5904\u7406\u89d2\u5ea6\u5bf9\u4eba\u8111\u795e\u7ecf\u5143\u7f51\u7edc\u8fdb\u884c\u62bd\u8c61\uff0c\u6309\u4e0d\u540c\u7684\u8fde\u63a5\u65b9\u5f0f\u7ec4\u6210\u4e0d\u540c\u7684\u7f51\u7edc\u8fdb\u884c\u8ba1\u7b97\uff0c\u5728\u5de5\u7a0b\u4e0e\u5b66\u672f\u754c\u4e5f\u5e38\u76f4\u63a5\u7b80\u79f0\u4e3a\u795e\u7ecf\u7f51\u7edc\u6216\u7c7b\u795e\u7ecf\u7f51\u7edc\u3002\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u80fd\u5728\u5916\u754c\u4fe1\u606f\u7684\u57fa\u7840\u4e0a\u6539\u53d8\u5185\u90e8\u7ed3\u6784\uff08\u7f51\u7edc\u7684\u4e2d\u53c2\u6570\uff09\uff0c\u662f\u4e00\u79cd\u81ea\u9002\u5e94\u7cfb\u7edf\uff0c\u901a\u4fd7\u7684\u8bb2\u5c31\u662f\u5177\u5907\u5b66\u4e60\u529f\u80fd\u3002<span>[<span style=\"font-size: 14px\">1]<\/span><\/span><\/p>\n<p><span><\/span><\/p>\n<blockquote>\n<p><span>\u96c6\u667a\u76f8\u5173\u63a8\u6587\uff1a<\/span><\/p>\n<p><span><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247494744&amp;idx=1&amp;sn=87fe6efe6ba6cbb774397700d3a059bd&amp;chksm=e897b6d5dfe03fc37507792aa70bcab49fa0406fead0c7c4179841a3bdd7edd2998f2eded029&amp;scene=21#wechat_redirect\" target=\"_blank\">\u56fe\u7f51\u7edc\u91cd\u78c5\u7efc\u8ff0\uff1a\u57fa\u4e8e\u56fe\u7684\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5<\/a><\/span><\/p>\n<p><span><a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247495725&amp;idx=1&amp;sn=b6f379ad4a8907fcbc6bb2a2fa703cba&amp;chksm=e897aaa0dfe023b6be32180e4d61360bbf58cfb7dfcff478b06960fce409065d672a8474432f&amp;token=1268383696&amp;lang=zh_CN&amp;scene=21#wechat_redirect\" target=\"_blank\">\u56fe\u7f51\u7edc\u6709\u671b\u5f15\u9886\u4e0b\u4e00\u6b21AI\u9769\u547d<\/a><\/span><\/p>\n<p><span><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247489376&amp;idx=1&amp;sn=3e07f795628c60a8161592b7a705438d&amp;chksm=e8944deddfe3c4fbed3dddd0bf9f4b749c1a5e1fd4ebd93be0f387a1f8dfb09781309394f339&amp;scene=21#wechat_redirect\" target=\"_blank\">\u56fe\u7f51\u7edc\uff1a\u6084\u7136\u5174\u8d77\u7684\u6df1\u5ea6\u5b66\u4e60\u65b0\u6d6a\u6f6e | AI&amp;Society<\/a><\/span><\/p>\n<\/blockquote>\n<p><span><\/span><\/p>\n<\/p>\n<section class=\"mpa-template\">\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img class=\"\" style=\"border-style: solid;border-width: 0px;width: 82%;height: auto !important\" width=\"69%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma3-1549446608.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<\/section>\n<p><strong><span>\u4e00\u4e2a\u6709\u4e09\u5c42\u9690\u85cf\u5c42\u7684\u5168\u8fde\u63a5\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u793a\u610f\u56fe\u3002\u5b83\u7531\u8f93\u5165\u5c42-\u9690\u5c42-\u8f93\u51fa\u5c42\u4e09\u90e8\u5206\u7ec4\u6210<\/span><\/strong><\/p>\n<\/p>\n<p>\u795e\u7ecf\u7f51\u7edc\u7531\u57fa\u672c\u7684\u529f\u80fd\u5355\u5143\u795e\u7ecf\u5143\u7ec4\u6210\uff0c\u4ee5\u5355\u4e2a\u795e\u7ecf\u5143\u4e3a\u4f8b\uff0c\u6211\u4eec\u770b\u5230\u5b83\u5b9e\u9645\u4e0a\u5728\u505a\u8fd9\u6837\u7684\u4e00\u4e2a\u64cd\u4f5c\uff0c\u5bf9\u8f93\u5165\u6570\u636eX\u8fdb\u884c\u52a0\u6743\u6c42\u548c\uff0c\u518d\u5229\u7528\u4f20\u9012\u51fd\u6570F (\u67d0\u79cd\u975e\u7ebf\u6027\u51fd\u6570)\uff0c\u8f93\u51fa\u6570\u636e\u3002<\/p>\n<\/p>\n<section class=\"mpa-template\">\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img class=\"\" style=\"border-style: solid;border-width: 0px;width: 61%;height: auto !important\" width=\"69%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma0-1549446608.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<\/section>\n<p><strong><span>\u5355\u4e2a\u795e\u7ecf\u5143\u7684\u793a\u610f\u56fe<\/span><\/strong><\/p>\n<p><strong><span><\/span><\/strong><\/p>\n<p>\u90a3\u4e48\u5355\u4e2a\u795e\u7ecf\u5143\u7684\u5b66\u4e60\u8fc7\u7a0b\u5c31\u662f\u5bfb\u627e\u6700\u597d\u7684\u52a0\u6743\u65b9\u5f0f\u6765\u6700\u5927\u5316\u5bf9\u8f93\u51faY\u7684\u671f\u671b\uff08\u5728\u8fd9\u4e2a\u90e8\u5206\uff0c\u5bf9\u671f\u671b\u6700\u5927\u5316\u7684\u7406\u89e3\u662f\u6700\u5c0f\u5316\u635f\u5931\u51fd\u6570\uff09\u3002<\/p>\n<\/p>\n<p>\u6211\u4eec\u53ef\u4ee5\u628a\u8fd9\u4e2a\u795e\u7ecf\u5143\u505a\u8ba1\u7b97\u7684\u8fc7\u7a0b\u5199\u6210\u4e0b\u9762\u7684\u5f0f\u5b50<\/p>\n<\/p>\n<p style=\"text-align: center\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma0-1549446608-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p style=\"text-align: left;margin-left: 8px;margin-right: 8px\">\n<p style=\"text-align: left;margin-left: 8px;margin-right: 8px\"><img class=\"\" style=\"width: 10%;height: auto !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma1-1549446608.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span>\u8868\u793a\u5411\u91cfX\u548c\u5411\u91cfW\u5185\u79ef\uff0c\u5728\u8fd9\u4e2a\u662f\u52a0\u6743\u6c42\u548c\uff08\u6216\u8005\u56de\u5f52\uff09\u7684\u610f\u601d\u3002F\u8868\u793a\u67d0\u4e00\u79cd\u6fc0\u6d3b\u51fd\u6570, \u8fd9\u91cc\u7684b\u662f\u504f\u7f6e\uff0c\u53ef\u4ee5\u7406\u89e3\u4e3a\u4e3a\u4e86\u8fbe\u6210\u76ee\u6807\u800c\u505a\u51fa\u7684\u8c03\u6574\u3002<\/span><\/p>\n<\/p>\n<p>\u90a3\u4e48\uff0c<img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma1-1549446609.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"letter-spacing: 0px\">\u7528\u6765\u8868\u793a\u4e00\u4e2a\u795e\u7ecf\u5143\u7684\u4f5c\u7528\u3002<\/span><\/p>\n<\/p>\n<section class=\"mpa-template\">\n<section style=\"text-align:center\"><img class=\"\" style=\"border-style: solid;border-width: 0px;width: 70%;height: auto !important\" width=\"69%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma2-1549446609.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/section>\n<\/section>\n<p>\u5f53\u6211\u4eec\u628a\u8fd9\u4e2a\u653e\u5230\u4e00\u4e2a\u4e24\u5c42\u7684\u795e\u7ecf\u5143\u6a21\u578b\u4e0a\u53bb\u770b\u8fd9\u4ef6\u4e8b\u60c5\uff0c\u5b9e\u9645\u4e0a\u5b83\u505a\u7684\u5c31\u662f\u628a\u8f93\u5165X(0)\u505a\u4e86\u5982\u4e0b\u64cd\u4f5c\uff1a<\/p>\n<\/p>\n<p style=\"text-align: center\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma2-1549446609-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<\/p>\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u5b83\u505a\u4e86\u7c7b\u4f3c\u6838\u51fd\u6570\u5206\u89e3\u7684\u8fc7\u7a0b\uff0c\u4e5f\u5c31\u662f\uff0c\u5f53\u5b8c\u6210\u8bad\u7ec3\u4ee5\u540e\uff0c\u6bcf\u4e00\u4e2a\u795e\u7ecf\u5143\u88ab\u8bad\u7ec3\u51fa\u53ef\u4ee5\u770b\u5230\u6570\u636e\u7684\u4e00\u90e8\u5206\u7279\u5f81\uff0c\u6216\u8005\u56de\u5f52\u51fa\u6765\u6570\u636e\u7684\u4e00\u90e8\u5206\u7279\u5f81\u3002\u591a\u4e2a\u795e\u7ecf\u5143\u4ece\u4e0d\u540c\u89d2\u5ea6\u6765\u56de\u5f52\u4fe1\u606f\u7279\u5f81\u3002\u7136\u540e\u4e0b\u4e00\u5c42\u7684\u795e\u7ecf\u5143\u5bf9\u63d0\u53d6\u51fa\u6765\u7684\u7279\u5f81X(1)\uff0c\u518d\u505a\u4e00\u6b21\u56de\u5f52 \uff0c\u62df\u5408\u89c2\u6d4b\u6570\u636eY\u3002<\/p>\n<\/p>\n<section class=\"mpa-template\">\n<section style=\"text-align:center\"><img class=\"\" style=\"border-style: solid;border-width: 0px;width: 80%;height: auto !important\" width=\"69%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma10-1549446609.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/section>\n<\/section>\n<p><strong><span><\/span><\/strong><\/p>\n<p><span><strong>\u6fc0\u6d3b\u51fd\u6570F<\/strong><\/span><\/p>\n<\/p>\n<p>\u5e38\u89c1\u7684\u6fc0\u6d3b\u51fd\u6570\u6709ReLu\u3001Sigmoid\u3001tanh\u51fd\u6570\u7b49\uff0c\u73b0\u5728\u5728\u9690\u5c42\u4e2d\u5e38\u89c1\u7684\u6fc0\u6d3b\u51fd\u6570\u662fReLu\u6fc0\u6d3b\u51fd\u6570\u3002<\/p>\n<section class=\"mpa-template\">\n<section style=\"text-align:center\"><img class=\"\" style=\"border-style: solid;border-width: 0px;width: 100%;height: auto !important\" width=\"69%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma8-1549446609.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/section>\n<\/section>\n<section class=\"mpa-template\">\n<section style=\"text-align:center\"><img class=\"\" style=\"border-style: solid;border-width: 0px;width: 100%;height: auto !important\" width=\"69%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma1-1549446610.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/section>\n<\/section>\n<p>\u6211\u4eec\u4ee5ReLu\u4e3a\u4f8b\uff0c<\/p>\n<p>f(x)=max(0,x)<\/p>\n<p>\u5b9e\u9645\u4e0a\u5b83\u505a\u7684\u662f\u4e8b\u60c5\u662f\u6b63\u5411\u6fc0\u52b1\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5b83\u76f8\u5f53\u4e8e\u628a\u8d1f\u5411\u7684\u4fe1\u606f\u8fc7\u6ee4\u6389\uff0c\u53ea\u6fc0\u52b1\u6b63\u5411\u7684\u4fe1\u606f\u5b66\u4e60\u3002\u4ece\u8ba1\u7b97\u4e0a\u6765\u770b\uff0c\u7b80\u5355\u7c97\u66b4\uff0c\u5c06\u8ba1\u7b97\u590d\u6742\u5ea6\u964d\u4f4e\uff0c\u5e76\u4e14\u628a\u63d0\u53d6\u5230\u7684\u4e00\u4e9b\u8fd1\u4e4e\u4e3a0\u7684\u4fe1\u606f\u8fc7\u6ee4\u6389\uff0c\u8fdb\u800c\u80fd\u4ea7\u751f\u7a00\u758f\u6570\u636e\uff0c\u53ef\u4ee5\u52a0\u5feb\u5b66\u4e60\u3002<\/p>\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>2. CNN(\u5377\u79ef\u795e\u7ecf\u7f51\u7edc)<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p>\u6211\u4eec\u65e5\u5e38\u4e2d\u7684\u5f88\u4e00\u90e8\u5206\u4fe1\u53f7\u662f\u4ee5\u56fe\u50cf\u7684\u5f62\u5f0f\u5b58\u5728\u7684\uff0c\u610f\u5473\u7740\u8fd9\u4e00\u7c7b\u7684\u6570\u636e\u662f\u6709\u4f4d\u7f6e\u7ed3\u6784\u5173\u7cfb\u7684\u3002\u5bf9\u4e8e\u5377\u79ef\u5c42\u7684\u4e00\u4e2a\u795e\u7ecf\u5143\uff0c\u4ed6\u5b9e\u9645\u4e0a\u5728\u662f\u5bf9\u8f93\u5165\u56fe\u50cf\u548c\u6ee4\u6ce2\u77e9\u9635\uff08\u5bf9\u5e94\u4e00\u4e2a\u795e\u7ecf\u5143\uff09\u505a\u5185\u79ef\uff0c\u4e5f\u5c31\u662f\u6240\u8c13\u7684\u5377\u79ef\u64cd\u4f5c\uff0c\u4e5f\u662f\u5377\u79ef\u795e\u7ecf\u7f51\u7edc( Convolutional Neural Network\uff0cCNN )\u7684\u540d\u5b57\u6765\u6e90\u3002<\/p>\n<\/p>\n<p>\u5982\u4e0b\u56fe<span>[3]<\/span>\uff1a<\/p>\n<\/p>\n<section class=\"mpa-template\">\n<section style=\"text-align:center\"><img class=\"\" style=\"border-style: solid;border-width: 0px;width: 80%;height: auto !important\" width=\"69%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma7-1549446610.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/section>\n<\/section>\n<p><strong><span>\u5168\u8fde\u63a5\u5c42\u4e0e\u5377\u79ef\u5c42\u7684\u5bf9\u6bd4\uff08\uff08b\uff09\u4e2d\u6240\u6709\u7684\u540c\u989c\u8272\u8fde\u63a5\u4e0a\u7684\u6743\u91cd\u662f\u76f8\u540c\u7684\uff0c\u6a58\u7ea2\u8272\u5706\u5708\u8868\u793a\u4e0a\u4e00\u5c42\u8f93\u5165\uff09<\/span><\/strong><\/p>\n<\/p>\n<p>\u76f8\u8f83\u4e8e\u5168\u8fde\u63a5\u7f51\u7edc\uff08a\uff09\uff0c(b)\u4e2d\u76845\u4e2a\u795e\u7ecf\u5143\u5b9e\u9645\u4e0a\u53c2\u6570\u5b8c\u5168\u4e00\u81f4\uff0c\u53ea\u662f\u4e0e\u8f93\u5165\u7684\u8fde\u63a5\u65b9\u5f0f\u4e0d\u4e00\u6837\u3002\u6211\u4eec\u4ee5\u4e0b\u56fe\u4e3a\u4f8b\uff0c\u63cf\u8ff0\u4e00\u4e2a\u5377\u79ef\u6838\u7684\u64cd\u4f5c\uff1a\u6700\u5de6\u8fb9\u7684\u77e9\u9635\u662f5*5\u50cf\u7d20\u77e9\u9635\u8fb9\u7f18\u8865\u96f6\u540e\u76847*7\u77e9\u9635\uff0c\u4e00\u4e2a\u4e2d\u95f4\u76843*3\u77e9\u9635\u65f6\u4e00\u4e2a\u795e\u7ecf\u5143\u5bf9\u5e94\u7684\u6ee4\u6ce2\u77e9\u9635\uff0c\u901a\u8fc7\u4e0e\u50cf\u7d20\u77e9\u9635\u4e2d\u7684\u6bcf\u4e2a\u5143\u7d20\u4e3a\u4e2d\u5fc3\u7684\u4e0e\u6ee4\u6ce2\u77e9\u9635\u540c\u7b49\u5927\u5c0f\u7684\u77e9\u9635\u5bf9\u5e94\u76f8\u4e58\u6c42\u548c\u4e4b\u540e\u5f97\u5230\u6570\u503c-8\uff0c\u8fd9\u6837\uff0c\u6211\u4eec\u80fd\u5f97\u5230\u4e00\u4e2a\u76845*5\u7684\u77e9\u9635\uff0c\u4e0e\u539f\u6765\u7684\u50cf\u7d20\u77e9\u9635\u5927\u5c0f\u76f8\u540c\u3002<\/p>\n<section class=\"mpa-template\">\n<section style=\"text-align:center\"><img class=\"\" style=\"border-style: solid;border-width: 0px;width: 80%;height: auto !important\" width=\"69%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma8-1549446610.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/section>\n<\/section>\n<p>\u8fd9\u6837\uff0c\u6bcf\u4e00\u4e2a\u5377\u79ef\u6838\u90fd\u53ef\u4ee5\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\u63d0\u53d6\u51fa\u7279\u5f81\uff0c\u5229\u7528\u591a\u4e2a\u5377\u79ef\u6838\uff0c\u63d0\u53d6\u51fa\u7279\u5f81\u3002\u5982\u679c\u628a\u8fd9\u4e9b\u7279\u5f81\u76f4\u63a5\u63a5\u5165\u5230\u4e00\u4e2a\u5168\u8fde\u63a5\u5c42\uff0c\u5c31\u53ef\u4ee5\u6784\u6210\u4e00\u5c42\u5377\u79ef\u5c42+\u4e00\u5c42\u5168\u8fde\u63a5\u5c42\u7684\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u4e86\u3002<\/p>\n<\/p>\n<p>\u6211\u4eec\u53ef\u4ee5\u628a\u8fd9\u79cd\u64cd\u4f5c\u63a8\u5e7f\u5230N\u5c42\u5377\u79ef\u5c42\u53bb\uff0c\u5377\u79ef\u5c42\u4ee5\u663e\u8457\u51cf\u5c11\u7f51\u7edc\u4e2d\u8fde\u63a5\u7684\u6570\u91cf\u8457\u79f0\uff0c\u4f46\u7279\u5f81\u6620\u5c04\u7ec4\u4e2d\u7684\u795e\u7ecf\u5143\u4e2a\u6570\u5e76\u6ca1\u6709\u663e\u8457\u51cf\u5c11\u3002<span style=\"letter-spacing: 0px\">\u4f8b\u5982\uff0c\u4e00\u4e2a5*5\u7684\u50cf\u7d20\u77e9\u9635\uff0c\u7ecf\u8fc7\u4e00\u6b21\u5377\u79ef\u64cd\u4f5c\u540e\uff0c\u8fd8\u662f\u4e00\u4e2a5*5\u7684\u77e9\u9635\u3002\u5982\u679c\u540e\u9762\u63a5\u4e00\u4e2a\u5206\u7c7b\u5668\uff0c\u5206\u7c7b\u5668\u7684\u8f93\u5165\u7ef4\u6570\uff0825\uff09\u4f9d\u7136\u5f88\u9ad8\uff0c\u5f88\u5bb9\u6613\u51fa\u73b0\u8fc7\u62df\u5408\u3002<\/span><\/p>\n<p><span style=\"letter-spacing: 0px\"><\/span><\/p>\n<p><span style=\"letter-spacing: 0px\">\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u53ef\u4ee5\u5728\u5377\u79ef\u5c42\u4e4b\u540e\u52a0\u4e0a\u4e00\u4e2a\u6c47\u805a\u5c42\uff08pooling\uff09\uff0c\u4ece\u800c\u964d\u4f4e\u7279\u5f81\u7ef4\u6570\uff0c\u907f\u514d\u8fc7\u62df\u5408\u3002 \u6c47\u805a\u5c42\u4e3b\u8981\u7684\u4f5c\u7528\u662f\u4e0b\u91c7\u6837\uff0c\u901a\u8fc7\u53bb\u6389Feature Map\u4e2d\u4e0d\u91cd\u8981\u7684\u6837\u672c\uff0c\u8fdb\u4e00\u6b65\u51cf\u5c11\u53c2\u6570\u6570\u91cf\u3002\u6c47\u805a\u7684\u65b9\u6cd5\u5f88\u591a\uff0c\u6700\u5e38\u7528\u7684\u662fMax Pooling\u3002Max Pooling\u5b9e\u9645\u4e0a\u5c31\u662f\u5728n*n\u7684\u6837\u672c\u4e2d\u53d6\u6700\u5927\u503c\uff0c\u4f5c\u4e3a\u91c7\u6837\u540e\u7684\u6837\u672c\u503c\u3002\u4e0b\u56fe\u5c31\u662f\u4e00\u4e2aMax Pooling\u7684\u4f8b\u5b50\u3002<\/span><\/p>\n<p><span style=\"letter-spacing: 0px\"><\/span><\/p>\n<section class=\"mpa-template\">\n<section style=\"text-align:center\"><img class=\"\" style=\"border-style: solid;border-width: 0px;width: 80%;height: auto !important\" width=\"69%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma4-1549446610.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/section>\n<\/section>\n<p>\u9664\u4e86Max Pooling\u8fd8\u6709 Mean Pooling\uff0c\u5c31\u662f\u53d6\u5404\u4e2a\u6837\u672c\u7684\u5747\u503c\u3002\u4e0b\u56fe\u5c31\u662f\u4e00\u4e2a\u5b8c\u6574\u7684\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff0c\u4e00\u5c42\u5377\u79ef\u5c42+\u4e00\u5c42\u6c47\u805a\u5c42+\u4e00\u5c42\u5377\u79ef\u5c42+\u4e00\u5c42\u6c47\u805a\u5c42+\u4e00\u5c42\u5168\u8fde\u63a5\u5c42+\u8f93\u51fa\u5c42\u3002<\/p>\n<section class=\"mpa-template\">\n<section style=\"text-align:center\"><img class=\"\" style=\"border-style: solid;border-width: 0px;width: 100%;height: auto !important\" width=\"69%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma8-1549446610.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/section>\n<\/section>\n<p>\u6574\u4e2a\u8fc7\u7a0b\u5982\u679c\u5ffd\u7565\u6fc0\u6d3b\u51fd\u6570\u7684\u8bdd\uff0c\u5c31\u662f\u901a\u8fc7\u5377\u79ef\u5c42\u63d0\u53d6\u6570\u636e\u5728\u7a7a\u95f4\u4e0a\u7684\u7279\u5f81\uff0c\u5229\u7528\u6c47\u805a\u5c42\u964d\u4f4e\u4f4e\u7279\u5f81\u7ef4\u5ea6\uff0c\u7136\u540e\u5229\u7528\u5168\u8fde\u63a5\u5c42\u5bf9\u8fd9\u4e9b\u7279\u5f81\u8fdb\u884c\u56de\u5f52\u3002<\/p>\n<\/p>\n<p>\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\u4e00\u4e2a\u5377\u79ef\u6838\u5c31\u50cf\u662f\u7528\u62ff\u7740\u4e00\u4e2a\u653e\u5927\u955c\u5c40\u90e8\u5730\u4e00\u4e2a\u4e00\u4e2a\u53bb\u770b\u4e00\u5e45\u753b\uff0c\u63d0\u53d6\u753b\u91cc\u7684\u7279\u5f81\u3002\u6c47\u805a\u5c42\u5c31\u50cf\u662f\u53d1\u73b0\u5728\u8fd1\u5904\u770b\uff0c\u770b\u5230\u7684\u4fe1\u606f\u592a\u5c11\uff0c\u9700\u8981\u628a\u753b\u62ff\u8fdc\u4e00\u70b9\u518d\u770b\u3002\u5f53\u6211\u4eec\u53cd\u590d\u8fd9\u6837\u505a\uff0c\u770b\u5f97\u5dee\u4e0d\u591a\u4e86\uff08\u628a\u7279\u5f81\u5f52\u7eb3\u5f97\u5dee\u4e0d\u591a\u4e86\uff09\uff0c\u5c31\u53ef\u4ee5\u7528\u5168\u8fde\u63a5\u5c42\u6c47\u603b\u4e00\u4e0b\u63d0\u53d6\u7684\u7279\u5f81\uff0c\u5f52\u7eb3\u603b\u7ed3\u4e00\u4e0b\u8fd9\u5e45\u753b\u5230\u5e95\u5728\u753b\u7684\u662f\u4ec0\u4e48\u3002<\/p>\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>3. GCN(\u56fe\u5377\u79ef\u795e\u7ecf\u7f51\u7edc)<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p>\u5f53\u6211\u4eec\u7684\u6570\u636e\u662f\u5b8c\u5168\u6ca1\u6709\u7ed3\u6784\u7684\u6570\u636e\u65f6\uff0c\u6211\u4eec\u53ea\u80fd\u5229\u7528\u5168\u8fde\u63a5\u7f51\u7edc\u6765\u8bad\u7ec3\u6570\u636e\uff0c\u5f53\u6211\u4eec\u7684\u6570\u636e\u5728\u7ed3\u6784\u4e0a\u6709\u89c4\u5219\u7279\u5f81\u7684\u65f6\u5019\uff0c\u6211\u4eec\u53ef\u4ee5\u8003\u8651\u5229\u7528\u5377\u79ef\u5c42\u5171\u4eab\u6743\u503c\u7684\u65b9\u5f0f\u6765\u8ba1\u7b97\uff0c\u90a3\u5982\u679c\u6211\u4eec\u7684\u6570\u636e\u662f<span>\u7ed3\u6784\u5316\u7684\u6570\u636e\uff0c\u4f46\u5e76\u4e0d\u89c4\u5219<\/span>\uff0c\u53c8\u8be5\u600e\u4e48\u529e\u5462\uff1f<\/p>\n<\/p>\n<p>\u56fe\u795e\u7ecf\u7f51\u7edcGNN( Graph Neural Network )\u5e94\u8fd0\u800c\u751f\u3002<\/p>\n<\/p>\n<p>\u5b83\u662f\u4e00\u7c7b\u7528\u6765\u5904\u7406\u56fe\uff08Graph\uff09\u6570\u636e\u7ed3\u6784\u8f93\u5165\u7684\u4e00\u7c7b\u795e\u7ecf\u7f51\u7edc\u3002\u5176\u5b9e\u56fe\u50cf\u4e5f\u662f\u4e00\u79cd\u56fe\u5f62\u7ed3\u6784\uff0c\u5b83\u662f\u4e00\u7c7b\u5177\u6709\u6b27\u51e0\u91cc\u5f97\u7ed3\u6784\u7684\u56fe\u7ed3\u6784\uff0c\u6bcf\u4e2a\u8282\u70b9\u4e0e\u5468\u56f4\u7684\u56db\u4e2a\u8282\u70b9\u8fde\u63a5\u3002\u540c\u65f6\u65f6\u95f4\u4fe1\u53f7\u662f\u7c7b\u4f3c\u7684\u6570\u636e\uff0c\u53ea\u4e0e\u5468\u56f4\u7684\u4e24\u4e2a\u4fe1\u53f7\u6570\u636e\u8fde\u63a5\u3002<\/p>\n<section class=\"mpa-template\">\n<section style=\"text-align:center\"><img class=\"\" style=\"border-style: solid;border-width: 0px;width: 80%;height: auto !important\" width=\"69%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma6-1549446610.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/section>\n<\/section>\n<p>\u800c\u5bf9\u4e8e\u4e0b\u56fe\u4e2d\u56fe\u7ed3\u6784\u7684\u6570\u636e\u6765\u8bf4\uff0c\u5219\u8981\u6bd4\u4e0a\u9762\u7684\u6570\u636e\u590d\u6742\u5f97\u591a\uff0c\u4e00\u4e2a\u8282\u70b9\u65e2\u53ef\u80fd\u4e0e4\u4e2a\u8282\u70b9\u4ea7\u751f\u8fde\u63a5\uff0c\u53c8\u53ef\u80fd\u4e0e2\u4e2a\u8282\u70b9\u4ea7\u751f\u8fde\u63a5\uff0c\u8fd9\u79cd\u8fde\u63a5\u65b9\u5f0f\u5bf9\u4e8e\u6bcf\u4e2a\u70b9\u53ef\u80fd\u662f\u4e0d\u4e00\u6837\u7684\u3002<\/p>\n<section class=\"mpa-template\">\n<section style=\"text-align:center\"><img class=\"\" style=\"border-style: solid;border-width: 0px;width: 10%;height: auto !important\" width=\"69%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma3-1549446611.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/section>\n<section style=\"text-align:center\"><\/section>\n<\/section>\n<p>\u5bf9\u4e8e\u4e00\u4e2a\u56feG=(V,E)\u6765\u8bf4\uff0cV\u662f\u5b83\u5f97\u8282\u70b9\uff0c\u6bcf\u4e2a\u7ed3\u70b9\u6709\u5404\u81ea\u7684\u7279\u5f81\uff0cE\u8868\u793a\u56fe\u4e0a\u7684\u8fb9\u7ec4\u6210\u7684\u96c6\u5408\uff0c\u8868\u5f81\u4e86\u56fe\u7684\u7ed3\u6784\uff0c\u53ef\u4ee5\u7528\u56fe\u7684\u90bb\u63a5\u77e9\u9635A\u8868\u793a\u3002\u6211\u4eec\u7684\u76ee\u7684\uff0c\u662f\u901a\u8fc7\u5229\u7528\u56fe\u7684\u8282\u70b9\u81ea\u8eab\u7684\u7279\u5f81\u4ee5\u53ca\u56fe\u7684\u7ed3\u6784\u7279\u5f81\u6765\u5b8c\u6210\u76f8\u5e94\u4efb\u52a1\u3002<\/p>\n<\/p>\n<p>\u90a3\u4e48\uff0c\u5bf9\u4e8e\u56fe\u7ed3\u6784\u7684\u6570\u636e\uff0c\u6211\u4eec\u5b9e\u9645\u4e0a\u7684\u8f93\u5165\u662f\u8282\u70b9\u7684\u521d\u59cb\u7279\u5f81\u4ee5\u53ca\u8282\u70b9\u4e0e\u8282\u70b9\u4e4b\u95f4\u7684\u8fde\u63a5\u5173\u7cfb\uff08\u8fde\u63a5\u77e9\u9635\uff09\uff0c\u671f\u671b\u8f93\u51fa\u7684\u662f\u56fe\u4e0a\u8282\u70b9\u7684\u6807\u7b7e\u6216\u8005\u56fe\u7684\u6807\u7b7e\u7b49\u7b49\u3002<\/p>\n<\/p>\n<p>\u5bf9\u4e8e\u539f\u59cb\u7684\u56fe\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u6765\u8bf4\uff0c\u5b83\u5b8c\u6210\u7684\u4efb\u52a1\u662f\uff0c\u7ed9\u5b9a\u56fe\u4e0a\u67d0\u4e9b\u8282\u70b9\u7684\u6807\u7b7e\uff0c\u53bb\u53cd\u63a8\u5176\u4ed6\u8282\u70b9\u7684\u6807\u7b7e\u4fe1\u606f\u3002<\/p>\n<section class=\"mpa-template\">\n<section style=\"text-align:center\"><img class=\"\" style=\"border-style: solid;border-width: 0px;width: 100%;height: auto !important\" width=\"69%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma10-1549446611.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/section>\n<\/section>\n<p>\u56de\u987e\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff0c\u5377\u79ef\u5c42\u4e2d\uff0c\u5bf9\u4e00\u4e2a5*5\u7684\u50cf\u7d20\u77e9\u9635\uff0c\u6bcf\u4e00\u4e2a\u5377\u79ef\u6838\uff08\u4ee53*3\u7684\u5377\u79ef\u6838\u4e3a\u4f8b\uff09\u5bf9\u5e94\u77405*5\u4e2a\u53c2\u6570\u5171\u4eab\u7684\u795e\u7ecf\u5143\uff0c\u6bcf\u4e2a\u795e\u7ecf\u5143\u9664\u4e86\u8fde\u63a5\u81ea\u5df1\u6240\u5bf9\u5e94\u7684\u50cf\u7d20\u70b9\u4e4b\u5916\uff0c\u8fd8\u548c\u8fd9\u4e2a\u50cf\u7d20\u70b9\u5468\u56f4\u76848\u4e2a\u50cf\u7d20\u70b9\u8fde\u63a5\u3002\u90a3\u4e48\u5728\u56fe\u7ed3\u6784\u4e0a\uff0c\u6211\u4eec\u5176\u5b9e\u4e5f\u662f\u7ed9\u6bcf\u4e00\u4e2a\u8282\u70b9\u5206\u914d\u4e86\u4e00\u4e2a\u795e\u7ecf\u5143\uff0c\u53ea\u4e0d\u8fc7\u5728GCN\u4e2d\u8fd9\u4e9b\u795e\u7ecf\u5143\u7684\u6743\u91cd\u4e0d\u4f1a\u6539\u53d8\uff0c\u6bcf\u4e2a\u8282\u70b9i\u7684\u52a0\u6743\u65b9\u5f0f\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n<\/p>\n<p style=\"text-align: center\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma5-1549446611.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<\/p>\n<p>\u5176\u4e2d<img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma2-1549446611.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"letter-spacing: 0px\">=1\uff0c\u8868\u793ai, j\u6709\u8fde\u8fb9\uff0c<\/span><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma0-1549446611.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"letter-spacing: 0px\">=0 \uff0c\u8868\u793ai\uff0cj\u6ca1\u6709\u8fde\u8fb9\uff0c<\/span><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma10-1549446611.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"letter-spacing: 0px\">\u8868\u793a\u8282\u70b9i\u7684\u8fde\u8fb9\u6570\u76ee\uff08\u90bb\u5c45\u6570\u76ee\uff09\u3002<\/span><\/p>\n<\/p>\n<p>\u5bf9\u4e8e\u4e00\u4e2a\u56fe\u5377\u79ef\u5c42\uff0c\u66f4\u65b0\u8fc7\u7a0b\u5982\u4e0b\uff1a<\/p>\n<\/p>\n<p style=\"text-align: center\"><img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma1-1549446612.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<\/p>\n<p>\u5b83\u5176\u5b9e\u7531\u4e24\u4e2a\u4e2d\u95f4\u8fc7\u7a0b\u6784\u6210\uff1a<\/p>\n<ol class=\"list-paddingleft-2\" style=\"list-style-type: decimal\">\n<li>\n<p>\u5229\u7528\u5168\u8fde\u63a5\u7f51\u7edc\u5bf9\u4e0a\u4e00\u5c42\u4fe1\u606f\u8fdb\u884c\u7279\u5f81\u964d\u7ef4\u5ea6<img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma5-1549446612.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"letter-spacing: 0px\">\uff0c\u6216\u8005\u8bf4\u7279\u5f81\u63d0\u53d6\uff08embedding\uff09\u3002<\/span><\/p>\n<\/li>\n<li>\n<p>\u5229\u7528\u56fe\u7ed3\u6784\u5feb\u901f\u4f20\u64ad\u5c40\u90e8\u4fe1\u606f\uff08\u6295\u7968\u673a\u5236\uff09\uff0c\u52a0\u901f\u5b66\u4e60\u7279\u5f81<img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma4-1549446612.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"letter-spacing: 0px\">\u6700\u540e\uff0c\u5229\u7528\u6fc0\u6d3b\u51fd\u6570\u8f93\u51fa\u63d0\u53d6\u7684\u7279\u5f81\u3002<\/span><\/p>\n<\/li>\n<\/ol>\n<p><span style=\"letter-spacing: 0px\"><\/span><\/p>\n<p>\u8fd9\u91cc\u7684<img class=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma5-1549446612-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><span style=\"letter-spacing: 0px\">\u662f\u63d0\u5230\u7684\u52a0\u6743\u6c42\u548c\u7684\u65b9\u5f0f\u3002<\/span><\/p>\n<\/p>\n<section class=\"mpa-template\">\n<section style=\"text-align:center\"><img class=\"\" style=\"border-style: solid;border-width: 0px;width: 100%;height: auto !important\" width=\"69%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma5-1549446612.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/section>\n<\/section>\n<p>\u5728Thomas N. Kipf\u7b49\u4eba\u7684\u5b9e\u9a8c<span>[4]<\/span>\u4e2d\u53d1\u73b0\uff0c\u76f8\u6bd4\u5176\u4ed6\u6a21\u578b\uff0c\u5229\u7528\u56fe\u7ed3\u6784\uff0c\u53ef\u4ee5\u5feb\u901f\u6709\u6548\u7684\u5b8c\u6210\u4efb\u52a1\uff0c\u5e76\u4e14\u6709\u5f88\u9ad8\u7684\u51c6\u786e\u7387\u3002<\/p>\n<\/p>\n<section class=\"mpa-template\">\n<section style=\"text-align:center\"><img class=\"\" style=\"border-style: solid;border-width: 0px;width: 80%;height: auto !important\" width=\"69%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma10-1549446612.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/section>\n<\/section>\n<p>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u5728Kipf\u7b49\u4eba\u63d0\u51fa\u8be5\u6a21\u578b\u4e4b\u524d\uff0c\u6709\u5f88\u591a\u5904\u7406GNN\u7684\u65b9\u5f0f\u3002\u6bd4\u5982\u5229\u7528\u56fe\u8c31\u5206\u89e3\u6765\u5904\u7406\u5904\u7406\u56fe\u7ed3\u6784\u4fe1\u53f7\uff0c\u4e5f\u6709\u5229\u7528\u8282\u70b9\u90bb\u5c45\u91c7\u6837\u7684\u65b9\u5f0f\u9650\u5236\u6bcf\u6b21\u5904\u7406\u7684\u90bb\u5c45\u6570\uff0c\u4e5f\u6709\u5229\u7528\u968f\u673a\u6e38\u8d70\u6784\u9020\u65f6\u95f4\u5e8f\u5217\u5728\u5229\u7528word2vec\u7684\u65b9\u6cd5\u3002<\/p>\n<\/p>\n<p>\u8fd9\u4e9b\u65b9\u6cd5\u8981\u4e48\u662f\u4e25\u91cd\u4f9d\u8d56\u91c7\u6837\u65b9\u5f0f\u6765\u63d0\u53d6\u7528\u5168\u5c40\u4fe1\u606f\uff0c\u4e0d\u786e\u5b9a\u6027\u5f88\u5927\uff0c\u8981\u4e48\u662f\u5229\u7528\u590d\u6742\u7684\u6570\u5b66\u6280\u5de7\u63d0\u53d6\u56fe\u8c31\u7279\u5f81\uff0c\u8fd9\u4e2a\u9700\u8981\u5229\u7528\u56fe\u7684\u5168\u90e8\u4fe1\u606f\uff0c\u8ba1\u7b97\u590d\u6742\u5ea6\u5f88\u9ad8\u3002\u800cGCN\u7684\u5904\u7406\u65b9\u5f0f\u5219\u8981\u7b80\u6d01\u5f88\u591a\u3002<\/p>\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>4. GAT(\u56fe\u6ce8\u610f\u529b\u7f51\u7edc)<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p>GCN\u4e2d\u7684\u6295\u7968\u662f\u4e00\u79cd\u7b49\u6743\u6295\u7968\u7684\u6a21\u578b\uff0c\u800c\u56fe\u6ce8\u610f\u529b\u7f51\u7edc\uff08 Graph Attention Network\uff0cGAT \uff09\u5229\u7528\u6ce8\u610f\u529b\u673a\u5236\u63d0\u51fa\u6765\u4e00\u79cd\u4e0d\u7b49\u6743\u7684\u6295\u7968\u673a\u5236\u3002<\/p>\n<section class=\"mpa-template\">\n<section style=\"text-align:center\"><img class=\"\" style=\"border-style: solid;border-width: 0px;width: 90%;height: auto !important\" width=\"69%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma2-1549446613.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/section>\n<\/section>\n<p>\u6295\u7968\u7684\u6743\u91cd\u662f\u6309\u7167\u4e00\u79cd\u53eb\u505a\u6ce8\u610f\u529b\u673a\u5236\u7684\u65b9\u5f0f\u6765\u5b9e\u73b0\u7684<span style=\"letter-spacing: 0px\">\u3002<\/span><\/p>\n<div class=\"post-image\"><img class=\"\" style=\"vertical-align: middle\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma7-1549446613.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<p>\u5b83\u901a\u8fc7\u8bad\u7ec3\u4e00\u4e2a\u5168\u8fde\u63a5\u795e\u7ecf\u7f51\u7edc\u6765\u5b66\u4e60\u524d\u8005\u5bf9\u540e\u8005\u4fe1\u606f\u7684\u5173\u6ce8\u5ea6\uff0c\u7136\u540e\u8fdb\u884c\u4e0b\u8ff0\u5f52\u4e00\u5316\u7684\u65b9\u5f0f\u8d4b\u6743\u3002<\/p>\n<div class=\"post-image\"><img class=\"\" style=\"vertical-align: middle\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma5-1549446613.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<p>\u8fd9\u91cc\u7684\u5c31\u662f\u6211\u4eec\u5b66\u4e60\u5230\u7684\u6295\u7968\u6743\u91cd\u3002<\/p>\n<\/p>\n<p>\u5728GAT\u4e2d\uff0c\u5b83\u91c7\u7528\u4e86\u591a\u5934\u6ce8\u610f\u7684\u673a\u5236 \uff0c\u5b9e\u9645\u4e0a\u5c31\u662f\u6309\u7167\u6211\u4eec\u4e4b\u524d\u63d0\u5230\u7684\uff0c\u662f\u4e00\u79cd\u628a\u6ce8\u610f\u529b\u51fd\u6570\u8fdb\u884c\u6838\u5206\u89e3\u7684\u65b9\u5f0f\uff0c\u5206\u89e3\u6210\u82e5\u5e72\u4e2a\u6ce8\u610f\u529b\u5934\uff08attention-head\uff09\u7136\u540e\u7efc\u5408\u6bcf\u4e00\u4e2a\u6ce8\u610f\u529b\u5934\u7684\u4fe1\u606f\u5f97\u5230\u8282\u70b9i\u5bf9\u8282\u70b9j\u7684\u6ce8\u610f\u529b\u3002<\/p>\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>5. \u56fe\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5<\/strong><\/span><\/p>\n<p><span><strong>\u5e2e\u52a9\u6211\u4eec\u601d\u8003\u54ea\u4e9b\u95ee\u9898\uff1f<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p>\u5728\u51e0\u5929\u7684\u7814\u8bfb\u8425\u7684\u6d3b\u52a8\u4e2d\uff0c\u6211\u4eec\u4ee5\u56fe\u7f51\u7edc\u4e3a\u6838\u5fc3\uff0c\u5206\u4eab\u548c\u68b3\u7406\u4e86\u5e38\u89c1\u7684\u51e0\u79cd\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u3002\u5176\u5b9e\uff0c\u5728\u6211\u4eec\u65e5\u5e38\u7684\u7814\u7a76\u4e2d\uff0c\u6709\u5f88\u591a\u95ee\u9898\u90fd\u53ef\u4ee5\u8868\u8ff0\u6210\u4e00\u4e2a\u7f51\u7edc\u95ee\u9898\u3002\u9664\u4e86\u53bb\u505a\u7f51\u7edc\u7684\u793e\u56e2\u68c0\u6d4b\uff0c\u8fd8\u6709\u4e00\u7cfb\u5217\u95ee\u9898\u53ef\u4ee5\u7528GNN\u7684\u6846\u67b6\u7814\u7a76\u95ee\u9898\u3002<\/p>\n<\/p>\n<p>\u4f8b\u5982\uff0c\u7528\u6237\u63a8\u8350\u95ee\u9898\uff0c\u7ed9\u5b9a\u7528\u6237-\u4ea7\u54c1\u7684\u5173\u7cfb\uff0c\u7ed9\u5b9a\u7528\u6237\uff0c\u63a8\u65ad\u7528\u6237\u4f1a\u8d2d\u4e70\u54ea\u4e9b\u4ea7\u54c1\u3002\u53c8\u6bd4\u5982\u8bf4\u8054\u7edc\u9884\u6d4b\u95ee\u9898\uff0c\u7ed9\u5b9a\u7f51\u7edc\u7ed3\u6784\uff0c\u9884\u6d4b\u8fde\u8fb9\u3002\u518d\u6bd4\u5982\uff0c\u7ed9\u5b9a\u7f51\u7edc\u7ed3\u6784\uff08\u6216\u65f6\u5e8f\u4e0a\u7684\u7ed3\u6784\uff09\uff0c\u63a8\u65ad\u7f51\u7edc\u7684\u7c7b\u578b\uff0c\u9884\u6d4b\u7f51\u7edc\u7684\u6f14\u5316\uff0c\u5b66\u4e60\u7f51\u7edc\u4e0a\u7684\u52a8\u529b\u5b66\uff08\u6d41\u884c\u75c5\u8f6c\u64ad\uff09\u7b49\u7b49\u3002<\/p>\n<\/p>\n<p>\u540c\u65f6\uff0cGNN\u7f51\u7edc\u8fd8\u6709\u53ef\u80fd\u5e2e\u52a9\u6211\u4eec\u9884\u6d4b\u7cfb\u7edf\u7ed3\u6784\uff0c\u5b66\u4e60\u56fe\u50cf\u4e2d\u7684\u8bed\u4e49\u5173\u7cfb\uff0c\u5b66\u4e60\u5173\u7cfb\u63a8\u7406\uff0c\u9884\u6d4b\u86cb\u767d\u8d28\u7684\u7279\u6027\u7b49\u7b49\u3002<\/p>\n<\/p>\n<section class=\"mpa-template\">\n<section style=\"text-align:center\"><img class=\"\" style=\"border-style: solid;border-width: 0px;width: 100%;height: auto !important\" width=\"69%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/02\/swarma9-1549446613.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/section>\n<\/section>\n<p>\u7f51\u7edc\u7ed3\u6784\u7684\u4fe1\u606f\u5f80\u5f80\u8574\u542b\u7740\u5927\u91cf\u7684\u4e0e\u529f\u80fd\u76f8\u5173\u7684\u4fe1\u606f\u3002\u73b0\u5b9e\u4e2d\uff0c\u7edd\u5927\u90e8\u5206\u7684\u5927\u578b\u7f51\u7edc\u662f\u5177\u6709\u7a00\u758f\u7ed3\u6784\u7684\uff0c\u5229\u7528\u5927\u578b\u7f51\u7edc\u7684\u8fd9\u79cd\u7279\u6027\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u66f4\u5feb\u901f\u5730\u6839\u636e\u6570\u636e\u8bad\u7ec3\u6a21\u578b\u3002<\/p>\n<\/p>\n<p><strong><span>\u53c2\u8003\u8d44\u6599<\/span><\/strong><\/p>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: circle\">\n<li>\n<p style=\"line-height: normal;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 14px;letter-spacing: 0.5px\">https:\/\/zh.wikipedia.org\/wiki\/\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: normal;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 14px;letter-spacing: 0.5px\">Krizhevsky A, Sutskever I, Hinton G E. Imagenet classification with deep convolutional neural networks. NIPS. 2012: 1097-1105.<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: normal;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 14px;letter-spacing: 0.5px\">https:\/\/nndl.github.io\/chap-\u5377\u79ef\u795e\u7ecf\u7f51\u7edc.pdf<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: normal;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 14px;letter-spacing: 0.5px\">https:\/\/arxiv.org\/pdf\/1609.02907.pdf<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: normal;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 14px;letter-spacing: 0.5px\">https:\/\/arxiv.org\/pdf\/1812.08434.pdf <\/span><\/p>\n<p style=\"line-height: normal;margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 14px;letter-spacing: 0.5px\">Graph Neural Networks: A Review of Methods and Applications<\/span><\/p>\n<\/li>\n<\/ul>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u63a8\u8350\u9605\u8bfb<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 2em\"><span style=\"text-decoration: underline\"><strong><span style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247494744&amp;idx=1&amp;sn=87fe6efe6ba6cbb774397700d3a059bd&amp;chksm=e897b6d5dfe03fc37507792aa70bcab49fa0406fead0c7c4179841a3bdd7edd2998f2eded029&amp;scene=21#wechat_redirect\" target=\"_blank\">\u56fe\u7f51\u7edc\u91cd\u78c5\u7efc\u8ff0\uff1a\u57fa\u4e8e\u56fe\u7684\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5<\/a><\/span><\/strong><\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 2em\"><span style=\"text-decoration: underline\"><strong><span style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px\"><a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247495725&amp;idx=1&amp;sn=b6f379ad4a8907fcbc6bb2a2fa703cba&amp;chksm=e897aaa0dfe023b6be32180e4d61360bbf58cfb7dfcff478b06960fce409065d672a8474432f&amp;token=1268383696&amp;lang=zh_CN&amp;scene=21#wechat_redirect\" target=\"_blank\">\u56fe\u7f51\u7edc\u6709\u671b\u5f15\u9886\u4e0b\u4e00\u6b21AI\u9769\u547d<\/a><\/span><\/strong><\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 2em\"><span style=\"text-decoration: underline\"><strong><span style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247489376&amp;idx=1&amp;sn=3e07f795628c60a8161592b7a705438d&amp;chksm=e8944deddfe3c4fbed3dddd0bf9f4b749c1a5e1fd4ebd93be0f387a1f8dfb09781309394f339&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;letter-spacing: 2px\">\u56fe\u7f51\u7edc\uff1a\u6df1\u5ea6\u5b66\u4e60\u65b0\u6d6a\u6f6e | AI&amp;Society<\/a><\/span><\/strong><\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 2em\"><span style=\"text-decoration: underline\"><strong><span style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247489408&amp;idx=1&amp;sn=5bf90fea3d75c3a306e53624e3e2ba12&amp;chksm=e8944d0ddfe3c41bd0b352a8b4d6248f9f1e911a09e12def4640689cdd4e24158196845da77c&amp;scene=21#wechat_redirect\" target=\"_blank\">GCN\u56fe\u5377\u79ef\u7f51\u7edc\u9884\u6d4b\u6d77\u91cf\u836f\u7269\u76f8\u4e92\u4f5c\u7528<\/a><\/span><\/strong><\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 2em\"><span style=\"text-decoration: underline\"><strong><span style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247493224&amp;idx=1&amp;sn=5831a94a16c498af5e49bf6b5be679a2&amp;chksm=e897bce5dfe035f33192cb9f9bfc1215f72d79755b20ea69f94fbd1051682775b9854bf0fd22&amp;scene=21#wechat_redirect\" target=\"_blank\">\u524d\u6cbf\u8bba\u6587\u89e3\u8bfb\uff1a\u56fe\u7f51\u7edc\u4e0a\u7684\u6ce8\u610f\u529b\u6d41<\/a><\/span><\/strong><\/span><\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px;line-height: 2em\"><span style=\"text-decoration: underline\"><strong><span style=\"text-decoration: underline;font-size: 14px;letter-spacing: 2px\"><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<\/a><\/span><\/strong><\/span><strong><span style=\"font-size: 14px;letter-spacing: 2px\"><\/span><\/strong><\/p>\n<p style=\"text-align: center\">\n<section class=\"mpa-template\">\n<section class=\"\">\n<section class=\"\">\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\/02\/swarma10-1549446613.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\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\/02\/swarma5-1549446613.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=1549446605&amp;src=3&amp;ver=1&amp;signature=G7VoQqAoCbGbJ8xpWfypGYrVqizgMLankOukI8VHrhGuk9rq-5T7s1nZNWDs-lsymRiNlJVlYctSYSfzfGGVDyApWbe29KTaYzyXLnauJORIFGp3i7Ml9g*e6H-SQBdPDTbQ9AR64mecFJRn3aLyImx-w*1rmtoOxt43a1kg9vw=\">\u96c6\u667a<\/a><\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5357\u4eac\u7814\u8bfb\u8425\u201c?\u201d\u5408\u5f71 \u7f16\u8005\u6309\uff1a 2019\u5e741\u670814\u65e5-1\u670823\u65e5\uff0c\u7531\u96c6\u667a\u4ff1\u4e50\u90e8\u3001\u817e\u8baf\u7814\u7a76\u9662\u3001\u5357\u4eac\u5927\u5b66\u65b0\u95fb\u4f20\u64ad\u5b66\u9662\u4e3e\u529e\u4e86\u4ee5\u201c\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\uff1a\u5f53\u793e\u4f1a\u79d1\u5b66\u9047\u5230\u4eba\u5de5\u667a\u80fd\u201d\u4e3a\u4e3b\u9898\u7684\u7cfb\u5217\u7814\u8ba8\u6d3b\u52a8\uff0c\u5305\u62ec\u4e3a\u671f5\u5929\u7684\u8ba1\u7b97\u4f20\u64ad+\u4eba\u5de5\u667a\u80fd\u7814\u8ba8\u73ed\u548c\u4e3a\u671f6\u5929\u7684\u201c\u96c6\u667a-\u817e\u8baf\u201d\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u7814\u8bfb\u8425\u3002\u672c\u6587\u662f\u5bf94\u5929\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u7814\u8bfb\u8425\u5185\u5bb9&#8230;<\/p>\n","protected":false},"author":1,"featured_media":14596,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/14594"}],"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=14594"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/14594\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/14596"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=14594"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=14594"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=14594"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=14594"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}