{"id":7972,"date":"2017-01-13T01:00:00","date_gmt":"2017-01-12T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/%swarma-paper%\/"},"modified":"2018-12-11T15:39:39","modified_gmt":"2018-12-11T07:39:39","slug":"what-can-we-know-from-the-given-data-%e5%8e%9f%e5%88%9b%e7%b2%be%e9%80%89","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=7972","title":{"rendered":"What can we know from the given data? | \u539f\u521b\u7cbe\u9009"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<section label=\"Copyright \u00a9 2016 playhudong All Rights Reserved.\" donone=\"shifuMouseDown(&#39;shifu_tem4_004&#39;)\" style=\"margin-top: 2em; margin-right: auto; margin-left: auto; line-height: 25.6000003814697px; white-space: normal; text-align: center; border: none; background-image: none; background-attachment: initial; background-size: initial; background-origin: initial; background-clip: initial; background-position: initial; background-repeat: initial;\">\n<section style=\"margin-bottom: 10px;\">\n<p><strong style=\"line-height: 25.6000003814697px;\"><span style=\"color: rgb(61, 62, 66); font-size: 14px; line-height: 28px; text-align: justify;\"><\/span><\/strong><\/p>\n<section label=\"Copyright \u00a9 2016 playhudong All Rights Reserved.\" donone=\"shifuMouseDown(&#39;shifu_tem4_004&#39;)\" style=\"margin-top: 2em; margin-right: auto; margin-left: auto; max-width: 100%; color: rgb(62, 62, 62); font-size: 16px; line-height: 25.6000003814697px; white-space: normal; text-align: center; border: none; box-sizing: border-box !important; word-wrap: break-word !important; background-image: none; background-attachment: initial; background-color: rgb(255, 255, 255); background-size: initial; background-origin: initial; background-clip: initial; background-position: initial; background-repeat: initial;\">\n<section style=\"margin-bottom: 10px; max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important;\">\n<p><span style=\"font-size: 14px; color: rgb(85, 85, 85);\">\u201c\u7eb8\u4e0a\u5f97\u6765\u7ec8\u89c9\u6d45\uff0c\u7edd\u77e5\u6b64\u4e8b\u8981\u8eac\u884c\u3002<span style=\"color: rgb(85, 85, 85); font-size: 14px; line-height: 25.6000003814697px; text-align: center;  background-color: rgb(255, 255, 255);\">\u201d<\/span>\u4e8b\u5b9e\u4e0a\uff0c\u5728\u672a\u77e5\u7684\u4e16\u754c\uff0c\u5bf9\u4e8e\u52c7\u4e8e\u63a2\u7d22\u7684\u4eba\u800c\u8a00\uff0c\u5173\u7740\u7684\u95e8\u662f\u4e00\u79cd\u6311\u8845\uff0c\u800c\u9501\u7740\u7684\u95e8\u662f\u4e00\u79cd\u4fae\u8fb1\u3002\u6211\u4eec\u53ef\u4ee5\u77e5\u9053\u7684\uff0c\u5e94\u8be5\u8fdc\u8fdc\u6bd4\u73b0\u5728\u5df2\u7ecf\u77e5\u9053\u7684\u8981\u591a\uff0c\u5c24\u5176\u662f\u5728\u5df2\u7ecf\u77e5\u9053\u7684\u53ef\u4ee5\u7528\u6570\u636e\u8868\u793a\u7684\u65f6\u5019\u3002\u2014\u2014\u4e00\u672c\u6b63\u7ecf\u5730\u80e1\u8bf4\u516b\u9053\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<section label=\"Copyright \u00a9 2015 playhudong All Rights Reserved.\" donone=\"shifuMouseDownStyle(&#39;shifu_t_027&#39;)\" style=\"margin: 50px auto 16px; line-height: 25.6000003814697px; white-space: normal; border: none; text-align: center;\">\n<section class=\"color\" style=\"border-top-style: solid; border-top-width: 2px; border-color: rgb(255, 169, 33);\">\n<section style=\"margin-top: -17px;\">\n<section style=\"display: inline-block; background-color: rgb(255, 255, 255);\">\n<section class=\"color\" style=\"border-left-style: solid; border-left-width: 1px; border-color: rgb(255, 169, 33); border-right-style: solid; border-right-width: 1px; width: 7px; transform: rotate(8deg); -webkit-transform: rotate(8deg); height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section class=\"color\" style=\"border-right-style: solid; border-right-width: 1px; border-color: rgb(255, 169, 33); transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section style=\"padding-right: 10px; padding-left: 10px; height: 28px; line-height: 28px; display: inline-block;\">\n<p style=\"font-size: 20px;\"><span style=\"font-size: 16px;\"><strong>\u4f5c \u8005 \u7b80 \u4ecb<\/strong><\/span><\/p>\n<\/section>\n<section class=\"color\" style=\"border-left-style: solid; border-left-width: 1px; border-color: rgb(255, 169, 33); border-right-style: solid; border-right-width: 1px; transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section class=\"color\" style=\"border-right-style: solid; border-right-width: 1px; border-color: rgb(255, 169, 33); transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><strong style=\"color: rgb(62, 62, 62); font-size: 16px; line-height: 25.6000003814697px; background-color: rgb(255, 255, 255);\"><span style=\"color: rgb(61, 62, 66); font-size: 14px; line-height: 28px; text-align: justify;\">\u7504\u6167\u73b2\uff0c<\/span><\/strong><span style=\"color: rgb(61, 62, 66); font-size: 14px; line-height: 28px; text-align: justify; background-color: rgb(255, 255, 255);\">\u5e94\u7528\u6570\u5b66\u535a\u58eb\uff0c\u7edf\u8ba1\u7269\u7406\u535a\u58eb\u540e\uff0c\u96c6\u667a\u79d1\u5b66\u5bb6<\/span><span style=\"color: rgb(61, 62, 66); font-size: 14px; line-height: 28px; text-align: justify; background-color: rgb(255, 255, 255);\">\uff0c\u5728\u4e3b\u6d41SCI\u671f\u520a\u4e0a\u53d1\u8868\u591a\u7bc7\u6587\u7ae0\u3002\u867d\u662f\u975e\u7ebf\u6027\u79d1\u5b66\u7684\u80cc\u666f\uff0c\u4f46\u5bf9\u201c\u795e\u7ecf\u7f51\u7edc\u201d\u3001\u201cbrain research\u201d\u548c\u201cprotein inference\u201d\u9ad8\u5ea6\u611f\u5174\u8da3\u3002\u73b0\u5728\u7406\u8bba\u7269\u7406\u7814\u7a76\u6240\u5229\u7528\u7edf\u8ba1\u7269\u7406\u6765\u7814\u7a76\u6df1\u5ea6\u5b66<\/span><span style=\"color: rgb(61, 62, 66); font-size: 14px; line-height: 28px; text-align: justify; background-color: rgb(255, 255, 255);\">\u4e60\u7684\u7406\u8bba\uff0c\u76ee\u524d\u4e3b\u8981\u4ece\u4e8blearning\u548cmemory\u76f8\u5173\u7684\u5de5\u4f5c\uff0c\u5305\u62eclearning algorithm\u3001memory\u7684\u5bb9\u91cf\u548c\u673a\u5236\u3001\u7edf\u8ba1\u63a8\u65ad\u3001\u53cd\u95ee\u9898\u7b49\u3002<\/span><br  \/><\/p>\n<\/section>\n<\/section>\n<section label=\"Copyright \u00a9 2015 playhudong All Rights Reserved.\" donone=\"shifuMouseDownStyle(&#39;shifu_p_034&#39;)\" style=\"margin: 1em auto; line-height: 25.6000003814697px; white-space: normal; border: none; text-align: center; width: 20em;\"><span class=\"color\" style=\"height: 2em; border-right-style: solid; border-right-width: 1px; border-color: rgb(255, 169, 33); display: inline-block;\"><\/span><span style=\"margin: 0.5em auto; width: 16em; height: 16em; border-radius: 50%; display: block;\"><img      src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534234052.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/span><\/p>\n<section style=\"padding: 0.5em 1em; line-height: 1.5; font-size: 0.875em;\">\n<p style=\"color: rgb(107, 108, 110); font-size: 16px; line-height: 32px;\"><strong><span style=\"font-size: 14px;\"><br  \/><\/span><\/strong><\/p>\n<p style=\"color: rgb(107, 108, 110); font-size: 16px; line-height: 32px;\"><br  \/><\/p>\n<\/section>\n<\/section>\n<section label=\"Copyright \u00a9 2015 playhudong All Rights Reserved.\" donone=\"shifuMouseDownStyle(&#39;shifu_t_027&#39;)\" style=\"margin: 50px auto 16px; border: none; text-align: center;\">\n<section class=\"color\" style=\"border-top-style: solid; border-top-width: 2px; border-color: rgb(255, 169, 33);\">\n<section style=\"margin-top: -17px;\">\n<section style=\"display: inline-block; background-color: rgb(255, 255, 255);\">\n<section class=\"color\" style=\"line-height: 25.6000003814697px; white-space: normal; border-left-style: solid; border-left-width: 1px; border-color: rgb(255, 169, 33); border-right-style: solid; border-right-width: 1px; width: 7px; transform: rotate(8deg); -webkit-transform: rotate(8deg); height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section class=\"color\" style=\"line-height: 25.6000003814697px; white-space: normal; border-right-style: solid; border-right-width: 1px; border-color: rgb(255, 169, 33); transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section style=\"padding-right: 10px; padding-left: 10px; height: 28px; display: inline-block;\">\n<p style=\"font-size: 20px; line-height: 38.4000015258789px; white-space: pre-wrap;\"><strong><span style=\"font-size: 16px;\">\u5148\u804a\u4e9b\u5176\u4ed6\u7684<\/span><\/strong><\/p>\n<\/section>\n<section class=\"color\" style=\"line-height: 25.6000003814697px; white-space: normal; border-left-style: solid; border-left-width: 1px; border-color: rgb(255, 169, 33); border-right-style: solid; border-right-width: 1px; transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section class=\"color\" style=\"line-height: 25.6000003814697px; white-space: normal; border-right-style: solid; border-right-width: 1px; border-color: rgb(255, 169, 33); transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\"  style=\"line-height: 25.6000003814697px; white-space: normal; box-sizing: border-box;\">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section class=\"\" style=\"font-size: 14px; box-sizing: border-box;\">\n<p style=\"margin-bottom: 20px; box-sizing: border-box; line-height: 2em; margin-top: 10px;\">\u53ef\u4ee5<strong style=\"box-sizing: border-box;\">\u52a0\u5165\u96c6\u667a\u4ff1\u4e50\u90e8\u5e76\u53c2\u52a0\u5173\u4e8e\u590d\u6742\u7f51\u7edc\u4e0e\u6df1\u5ea6\u5b66\u4e60\u7684\u8fd9\u6b21\u7814\u8bfb\u8425<\/strong>\uff0c\u6e90\u4e8e\u4e00\u4e2a\u7279\u6b8a\u7684\u673a\u7f18\u5de7\u5408\uff1a\u6211\u548c\u201c\u77e5\u4e4e\u7f51\u7ea2\u201d\u4fef\u5367\u6491\u57282016\u5e743\u6708\u4efd\u4e0b\u65ec\u4e00\u8d77\u53c2\u52a0\u4e00\u4e2a\u5df4\u9ece\u7b2c\u516d\u5927\u5b66\u4e24\u4e2a\u6559\u6388\u7684\u5173\u4e8eNonequilibrium Renormalization Group\u7684\u5b66\u4e60\uff0c\u524d\u51e0\u5929\u7d22\u7136\u65e0\u5473\u5730\u770b\u7740\u4e24\u4e2a\u62ff\u5230tenure\u7684\u4eba\u5728\u5404\u79cd\u516c\u5f0f\u63a8\u5bfc\uff08\u4e4b\u6240\u4ee5\u8bf4\u7d22\u7136\u65e0\u5473\u662f\u56e0\u4e3a\u770b\u8d77\u6765\u975e\u5e38perfect\u7684\u63a8\u5bfc\u5728\u6700\u540e\u88ab\u8bc1\u5b9e\uff0c\u6570\u503c\u6a21\u62df\u7684\u6548\u679c\u76ee\u524d\u5f88\u5dee\uff09\uff0c\u6700\u540e\u4e00\u5929\u4e2d\u5348\u7684\u65f6\u5019\u7a81\u7136\u5c31\u804a\u5f97\u55e8\u4e86\u8d77\u6765\uff0c\u6211\u8bf4\u6211\u5173\u6ce8\u6df1\u5ea6\u5b66\u4e60\uff0c\u4ed6\u5c31\u628a\u6211\u62c9\u5230\u4e86\u4e00\u4e2a\u7fa4\u91cc\uff08\u4e8b\u540e\u77e5\u9053<strong style=\"box-sizing: border-box;\">\u8fd9\u4e2a\u7fa4\u5c31\u662f\u96c6\u667a\u79d1\u5b66\u5bb6\u90a3\u4e2a\u7fa4\uff0c\u7fa4\u91cc\u9762\u6709\u4e00\u7fa4\u975e\u5e38\u6709\u610f\u601d\u7684\u4eba\uff0c\u6bcf\u4e2a\u4eba\u90fd\u5728\u505a\u7740\u975e\u5e38\u6709\u610f\u601d\u7684\u4e8b\u60c5\uff0c\u5173\u4e8e\u8fd9\u4e2a\u4ee5club\u7684\u5f62\u5f0f\u6765\u73a9\u79d1\u5b66\u7684\u56e2\u4f53\u7684\u66f4\u591a\u63cf\u8ff0<\/strong>\uff0c\u4ee5\u540e\u4f1a\u6709\u66f4\u8be6\u7ec6\u7684\u201c\u8bb0\u8f7d\u201d\uff09\uff0c\u60ca\u8bb6\u5730\u53d1\u73b0\u539f\u6765\u7ec4\u91cc\u7684associate\u3001\u7a0b\u5e8f\u5a9b\u5c0fS\u8fd8\u6709\u4e00\u4e9b\u7269\u7406\u7684\u5927V\u5c24\u4ea6\u5e84\u4e5f\u5728\u3002\u8fc7\u4e86\u51e0\u4e2a\u6708\uff0c\u8bf4\u662f2016\u5e7410\u6708\u4efd\u4f1a\u6709\u4e00\u4e2a\u7814\u8bfb\u8425\uff0c\u770b\u5230\u8bdd\u9898\u662f\u5173\u4e8e\u590d\u6742\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7684\uff0c\u5f53\u7136\u7acb\u9a6c\u62a5\u540d\u53c2\u52a0\uff08\u5f53\u65f6\u8fd8\u4ea4\u4e86\u4e24\u6b21\u7b80\u5386\uff0c\u4e4b\u6240\u4ee5\u662f\u4e24\u6b21\uff0c\u56e0\u4e3a\u7b2c\u4e00\u6b21\u6211\u53ea\u7f57\u5217\u4e86\u4e00\u4e9bpublications\uff0c\u800c\u6ca1\u6709on-going works\uff0c\u56e7\uff09\u3002<\/p>\n<p style=\"margin-bottom: 20px; box-sizing: border-box; line-height: 2em; margin-top: 10px;\">\u5b9e\u8bdd\u5b9e\u8bf4\uff0c\u5728\u53c2\u52a0\u4e4b\u524d\uff0c\u6211\u662f\u771f\u7684\u8ba4\u4e3a\u8fd9\u6b21\u6d3b\u52a8\u5c31\u548c\u4ee5\u5f80\u5f00\u4f1a\u6ca1\u4ec0\u4e48\u4e0d\u540c\uff1a\u6709\u4eba\u505a\u62a5\u544a\uff0c\u4e0b\u9762\u5927\u5bb6\u5728\u542c\uff0c\u611f\u5174\u8da3\u5c31\u8bb0\u4e00\u4e0b\u7b14\u8bb0\u95ee\u4e00\u4e0b\u95ee\u9898\uff0c\u4e0d\u611f\u5174\u8da3\u7684\u90e8\u5206\u5c31\u81ea\u5df1\u8dd1\u5b9e\u9a8c\u770b\u6587\u732e\uff0c\u4e1a\u4f59\u65f6\u95f4chat a lot but nothing to science\u3002\u6240\u4ee5\uff0c\u5f00\u4f1a\u7684\u6700\u7ec8\u7ed3\u679c\u662f\u542c\u4e00\u4e0b\u522b\u4eba\u611f\u5174\u8da3\u7684\u95ee\u9898\uff0c\u79ef\u7d2f\u4e0b\u81ea\u5df1\u5bf9\u95ee\u9898\u7684\u770b\u6cd5\uff0c\u7136\u540e\u6700\u5927\u7684\u6536\u83b7\u662f\u4ea4\u5230\u51e0\u4e2a\u670b\u53cb\u3002<strong style=\"box-sizing: border-box;\">\u53ef\u662f\uff0c\u7b2c\u4e00\u5929\u7ed3\u675f\u7684\u65f6\u5019\uff0c\u6211\u5c31\u77e5\u9053\u8fd9\u6b21\u4f1a\u4e0d\u4e00\u6837\uff0c\u5c24\u5176\u662f\u5728\u7b2c\u4e00\u5929\u665a\u4e0a\u5927\u5bb6\u7684\u8ba8\u8bba\u5185\u5bb9\u771f\u6b63\u6709\u4e86\u70b9\u5b66\u79d1\u878d\u5408\u7684\u611f\u89c9\u3002<\/strong>\u5173\u4e8e\u201c\u4e0d\u540c\u201d\u7684\u5f3a\u70c8\u611f\u89c9\u4e00\u76f4\u6301\u7eed\u5230\u6700\u540e\u4e00\u5929\uff0c\u4e0d\u4ec5\u7531\u4e8e\u4e2d\u95f4\u7a7f\u63d2\u7740\u7684\u6211\u4eec\u51e0\u4e2a\u5c0f\u670b\u53cb\u79c1\u5e95\u4e0b\u7684\u8ba8\u8bba\uff0c\u8fd8\u6709\u6700\u540e\u4e00\u4e2a\u665a\u4e0a\u5927V\u4eec\u7684\u5404\u79cd\u601d\u8def\u63d0\u793a\uff0c\u5f53\u7136\u4e5f\u8bb8\u6700\u91cd\u8981\u7684\u662f\u5728\u4e2d\u95f4\u7684\u67d0\u4e00\u4e2a\u665a\u4e0a\u6211\u7684\u5b9e\u9a8c\u5f97\u5230\u4e86\u4e00\u4e2a\u5bf9\u76ee\u524d\u7684\u5de5\u4f5c\u5f88\u91cd\u8981\u7684\u7ed3\u679c\uff0c\u5f20\u6f58\u8fd8\u548c\u6211\u5f00\u73a9\u7b11\u8bf4\u5982\u679c\u8fd9\u4e2a\u662f\u5728\u4efb\u4f55\u6570\u636e\u96c6\u4e0a\u90fd\u53ef\u4ee5\u6709\u7684\u7ed3\u679c\u6211\u4eec\u53ef\u4ee5\u53d1\u8868\u5230\u4efb\u4f55\u60f3\u53d1\u7684Journal\u6216\u8005Conference\u4e0a\u3002\u867d\u7136\u4e0d\u77e5\u9053\u8fd9\u79cd\u4e0d\u4e00\u6837\u4f1a\u4e0d\u4f1a\u4e00\u5b9a\u80fd\u5347\u534e\u6210paper\uff0c\u4f46\u662f\uff0c<strong style=\"box-sizing: border-box;\">\u4f1a\u8bae\u51e0\u5929\u7ed9\u6211\u6b63\u5728\u505a\u7684\u5de5\u4f5c\u7684insights\uff0c\u786e\u5b9e\u8ba9\u6211\u53d7\u76ca\u826f\u591a\u3002<\/strong><\/p>\n<p style=\"margin-bottom: 20px; box-sizing: border-box; line-height: 2em; margin-top: 10px;\"><strong style=\"box-sizing: border-box;\"><\/strong><\/p>\n<section label=\"Copyright \u00a9 2015 playhudong All Rights Reserved.\" donone=\"shifuMouseDownStyle(&#39;shifu_t_027&#39;)\" style=\"margin: 50px auto 16px; line-height: 25.6000003814697px; white-space: normal; border: none; text-align: center;\">\n<section class=\"color\" style=\"border-top-style: solid; border-top-width: 2px; border-color: rgb(255, 169, 33);\">\n<section style=\"margin-top: -17px;\">\n<section style=\"display: inline-block; background-color: rgb(255, 255, 255);\">\n<section class=\"color\" style=\"border-left-style: solid; border-left-width: 1px; border-color: rgb(255, 169, 33); border-right-style: solid; border-right-width: 1px; width: 7px; transform: rotate(8deg); -webkit-transform: rotate(8deg); height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section class=\"color\" style=\"border-right-style: solid; border-right-width: 1px; border-color: rgb(255, 169, 33); transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section style=\"padding-right: 10px; padding-left: 10px; font-size: 18px; height: 28px; line-height: 28px; display: inline-block;\">\n<p><strong><span style=\"font-size: 16px;\">\u53cc\u66f2\u51e0\u4f55\u80fd\u5f71\u54cd\u590d\u6742\u7f51\u7edc\u7814\u7a76\u5417<\/span><\/strong><\/p>\n<\/section>\n<section class=\"color\" style=\"border-left-style: solid; border-left-width: 1px; border-color: rgb(255, 169, 33); border-right-style: solid; border-right-width: 1px; transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section class=\"color\" style=\"border-right-style: solid; border-right-width: 1px; border-color: rgb(255, 169, 33); transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-bottom: 15px; white-space: normal; line-height: 1.75em;\"><span style=\"line-height: 2em;\">\u4f5c\u4e3a\u6570\u5b66\u7cfb\u51fa\u8eab\u7684\u5b69\u7eb8\u5bf9\u53cc\u66f2\u51e0\u4f55\u5305\u62ec\u5e9e\u52a0\u83b1\u5706\u76d8\u548c\u514b\u83b1\u56e0\u6a21\u578b\u90fd\u8fd8\u7b97\u662f\u6bd4\u8f83\u719f\u6089\u7684\uff08\u867d\u7136\u6ca1\u6709\u5f88\u6df1\u5165\u7684\u8ba8\u8bba\uff09\uff0c\u4f46\u662f\u5728\u8fd9\u4e4b\u524d\uff0c\u6211\u5e76\u6ca1\u6709\u8fc7\u591a\u5730\u601d\u8003\u53cc\u66f2\u51e0\u4f55\u548c\u590d\u6742\u7f51\u7edc\u7684\u5173\u7cfb\u3002\u4f46\u663e\u7136\uff0c\u8fd9\u662f\u975e\u5e38\u91cd\u8981\u7684\u4e00\u4e2abranch\u3002<\/span><br  \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\"  style=\"line-height: 25.6000003814697px; white-space: normal; box-sizing: border-box;\">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section class=\"\" style=\"font-size: 14px; box-sizing: border-box;\">\n<p style=\"margin-bottom: 15px; box-sizing: border-box; line-height: 2em; margin-top: 10px;\">\u4e8b\u5b9e\u4e0a\uff0c\u53cc\u66f2\u51e0\u4f55\u4f5c\u4e3a\u72ec\u7acb\u4e8e\u6b27\u6c0f\u51e0\u4f55\u7684\u516c\u7406\u7cfb\u7edf\uff0c\u5728\u63d0\u51fa\u4e4b\u521d\u5c31\u662f\u4e3a\u4e86\u5f25\u8865\u6b27\u6c0f\u51e0\u4f55\u4e2d\u5173\u4e8e\u201c\u5e73\u884c\u201d\u7684\u6f0f\u6d1e\uff1a\u4e8b\u5b9e\u4e0a\uff0c\u4f46\u51e1\u548c\u5e73\u884c\u65e0\u5173\u7684\uff0c\u65e0\u8bba\u5728\u6b27\u6c0f\u51e0\u4f55\u548c\u53cc\u66f2\u51e0\u4f55\u4e2d\uff0c\u90fd\u662f\u4e00\u6837\u7684\u7ed3\u8bba\uff0c\u4f46\u51e1\u548c\u5e73\u884c\u6709\u5173\u7684\uff0c\u90fd\u662f\u4e0d\u4e00\u6837\u7684\uff0c\u4f8b\u5982\uff0c\u6b27\u6c0f\u51e0\u4f55\u4e2d\uff0c\u6211\u4eec\u8ba4\u4e3a\u8fc7\u4e0d\u5728\u540c\u4e00\u6761\u76f4\u7ebf\u4e2d\u7684\u4e09\u4e2a\u70b9\u6709\u4e14\u53ea\u6709\u4e00\u4e2a\u5706\uff0c\u4f46\u662f\u5728\u53cc\u66f2\u51e0\u4f55\u4e2d\uff0c\u8fc7\u4e0d\u5728\u540c\u4e00\u76f4\u7ebf\u7684\u4e09\u4e2a\u70b9\uff0c\u4e0d\u4e00\u5b9a\u80fd\u6709\u4e00\u4e2a\u5706\uff0c\u80fd\u753b\u51fa\u6765\u7684\u4e5f\u4e0d\u4e00\u5b9a\u4ec5\u6709\u4e00\u4e2a\uff08\u5f88\u7b80\u5355\u7684\u8bba\u8bc1\u8fc7\u7a0b\uff0c\u8003\u8651\u5230topological \u7ed3\u6784\u5c31\u53ef\u4ee5\uff09\u3002\u53cc\u66f2\u51e0\u4f55\u4e2d\u4e00\u5b9a\u8981\u63d0\u5230\u7684\u4e24\u4e2a\u6a21\u578b\u662f\u5e9e\u52a0\u83b1\u6a21\u578b\u548c\u514b\u83b1\u56e0\u6a21\u578b\uff0c\u4e24\u4e2a\u6a21\u578b\u7684\u533a\u522b\u4e5f\u5f88\u663e\u7136\uff1a\u5e9e\u52a0\u83b1\u6a21\u578b\u4e2d\uff0c\u70b9\u662f\u5e9e\u52a0\u83b1\u5706\u76d8\u4e2d\u7684\u70b9\uff0c\u201c\u76f4\u7ebf\u201d\u662f\u6240\u6709\u5305\u542b\u5728\u5e9e\u52a0\u83b1\u5706\u76d8\u5185\uff0c\u5e76\u4e8e\u5355\u4f4d\u5706\u5782\u76f4\u76f8\u4ea4\u7684\u5706\u5f27\uff0c\u5728\u8fd9\u4e2a\u6a21\u578b\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u8fc7\u201c\u76f4\u7ebf\u201d\u5916\u7684\u4e00\u70b9\u6709\u4e0d\u6b62\u4e00\u6761<span style=\"font-size: 14px; line-height: 28px;\">\u201c\u76f4\u7ebf\u201d<\/span>\u548c\u5df2\u77e5\u201c\u76f4\u7ebf\u201d\u5e73\u884c\uff08\u5373\u4e0d\u76f8\u4ea4\uff09\uff1b\u800c\u5728\u514b\u83b1\u56e0\u6a21\u578b\u4e2d\uff0c\u201c\u70b9\u201d\u4ecd\u7136\u662f\u5e9e\u52a0\u83b1\u5706\u76d8\u4e0a\u7684\u70b9\uff0c<span style=\"font-size: 14px; line-height: 28px;\">\u201c\u76f4\u7ebf\u201d<\/span>\u662f\u5355\u4f4d\u5706\u7684\u6240\u6709\u5f26\uff0c\u8fd9\u4e2a\u6a21\u578b\u7684\u7279\u70b9\u662f\u514b\u83b1\u56e0\u6a21\u578b\u4e2d\u4e24\u6761\u76f4\u7ebf\u7684\u5939\u89d2\u5e76\u4e0d\u7b49\u4e8e\u6b27\u6c0f\u51e0\u4f55\u610f\u4e49\u4e0b\u7684\u5939\u89d2\u3002<\/p>\n<p style=\"margin-bottom: 15px; box-sizing: border-box; line-height: 2em; margin-top: 10px;\">\u53cc\u66f2\u51e0\u4f55\u4e2d\u7684\u5e9e\u52a0\u83b1\u5706\u76d8\u7684\u6027\u8d28\u53ef\u4ee5\u975e\u5e38\u5f62\u8c61\u5730\u8fd9\u6837\u7406\u89e3\uff1a\u6211\u4eec\u8ba9\u6574\u4e2a\u53cc\u66f2\u4e16\u754c\u90fd\u88ab\u9650\u5236\u5728\u4e00\u4e2a\u5355\u4f4d\u5706\u7684\u5e73\u9762\u8303\u56f4\u5185\uff0c\u8fd9\u65f6\u5c31\u4f1a\u6709\u4e24\u4e2a\u6700\u91cd\u8981\u7684\u6027\u8d28\uff1a\u4e00\uff0c\u5047\u5982\u67d0\u7269\u4f53X\u79bb\u539f\u70b9O\u8ddd\u79bb\u4e3ad\uff0c\u90a3\u4e48\u8be5\u7269\u4f53\u7684\u6e29\u5ea6\u4e3a1-d2\uff1b\u4e8c\uff0c\u7269\u4f53\u7684\u5927\u5c0f\u4e0e\u6e29\u5ea6\u6210\u6b63\u6bd4\u3002\u8fd9\u6837\uff0c\u5047\u5982\u67d0\u4e2a\u4eba\u4ece\u8fd9\u4e2a\u4e16\u754c\u7684\u4e2d\u5fc3\u8d70\u5411\u8fb9\u7f18\uff0c\u90a3\u4e48\u4ed6\u7684\u6e29\u5ea6\u4f1a\u4ece1\u6162\u6162\u53d8\u62100\uff0c\u540c\u65f6\u6574\u4e2a\u4eba\u6162\u6162\u53d8\u5c0f\u3002\u4ed6\u81ea\u8eab\u5927\u5c0f\u6539\u53d8\u7684\u540c\u65f6\u5468\u56f4\u7684\u7269\u4f53\u4e5f\u7b49\u6bd4\u4f8b\u5730\u653e\u5927\u6216\u7f29\u5c0f\uff0c\u800c\u8fd9\u4e2a\u4e16\u754c\u91cc\u7684\u4eba\u89c6\u91ce\u6709\u9650\uff0c\u770b\u4e0d\u89c1\u8fdc\u5904\u7684\u4e1c\u897f\uff0c\u56e0\u6b64\u4ed6\u4e0d\u4f1a\u89c9\u5f97\u81ea\u5df1\u53d8\u5c0f\u4e86\u6216\u8005\u53d8\u5927\u4e86\u3002\u800c\u8fd9\u5c31\u610f\u5473\u7740\u4e00\u4ef6\u5f88\u6709\u610f\u601d\u7684\u4e8b\u60c5\uff1a\u4e24\u70b9\u4e4b\u95f4\u76f4\u7ebf\u4e0d\u518d\u662f\u6700\u77ed\u7684\u8ddd\u79bb\uff0c\u6bd4\u5982\u8bf4\uff1a\u5982\u679c\u4ece\u5982\u4e0b\u56feA\u70b9\u8d70\u5230B\u70b9\uff1a<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\"  style=\"line-height: 25.6000003814697px; white-space: normal; box-sizing: border-box;\">\n<section class=\"\" style=\"margin-top: 10px; margin-bottom: 10px; text-align: center; box-sizing: border-box;\"><img class=\"\"    style=\"vertical-align: middle; width: 278px; box-sizing: border-box;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534234052.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\"  style=\"line-height: 25.6000003814697px; white-space: normal; box-sizing: border-box;\">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section class=\"\" style=\"font-size: 14px; box-sizing: border-box;\">\n<p style=\"margin-bottom: 15px; box-sizing: border-box; line-height: 2em;\">\u5982\u679c\u6309\u7167\u7ea2\u8272\u7684\u7ebf\u6bb5\u76f4\u76f4\u5730\u8d70\u8fc7\u53bb\uff0c\u6240\u8d70\u7684\u8def\u7a0b\u5e76\u4e0d\u662f\u6700\u77ed\u7684\uff0c\u56e0\u4e3a\u8fd9\u6761\u8def\u7ebf\u79bb\u539f\u70b9\u8f83\u8fdc\u3002\u6240\u4ee5\u4e8b\u5b9e\u4e0a\u4e5f\u8bb8\u662f\u5148\u5f80\u539f\u70b9\u65b9\u5411\u8d70\u4e00\u70b9\uff0c\u7136\u540e\u518d\u5230B\u70b9\u53bb\uff0c\u8fd9\u6837\u8d70\u7684\u8def\u7a0b\u66f4\u77ed\u4e00\u4e9b\u3002\u6211\u4eec\u731c\u60f3\uff0c\u6700\u77ed\u8def\u7ebf\u5f88\u53ef\u80fd\u662f\u4e00\u6761\u504f\u5411\u4e8e\u539f\u70b9\u7684\u5f27\u7ebf\uff08\u5c31\u597d\u50cf\u539f\u70b9\u628a\u76f4\u7ebf\u6bb5\u201c\u5438\u201d\u8fc7\u53bb\u4e86\u4e00\u6837\uff09\u3002\u4e4b\u6240\u4ee5\u4ea7\u751f\u8fd9\u79cd\u5947\u602a\u7684\u73b0\u8c61\u662f\u56e0\u4e3a\uff0c\u79bb\u539f\u70b9\u8d8a\u8fdc\u7269\u4f53\u5c31\u8d8a\u5c0f\uff0c\u4eba\u7684\u6b65\u5b50\u4e5f\u53d8\u5c0f\u4e86\uff0c\u76f8\u5bf9\u6765\u8bf4\u5b9e\u9645\u7a7a\u95f4\u5c31\u53d8\u5927\u4e86\u3002\u8fd9\u5c31\u610f\u5473\u7740\u8bf4\u6211\u4eec\u9700\u8981\u91cd\u65b0\u5b9a\u4e49\u5728\u53cc\u66f2\u7684\u89c6\u89d2\u4e0b\u7684\u201c\u8ddd\u79bb\u201d\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u5bf9\u6211\u4eec\u6765\u8bf4\u8ddd\u79bb\u76f8\u7b49\u7684\u4e24\u70b9\uff0c\u5bf9\u4ed6\u4eec\u6765\u8bf4\u79bb\u539f\u70b9\u8d8a\u8fdc\u5176\u5b9e\u9645\u8ddd\u79bb\u8d8a\u5927\u3002\u7531\u4e8e\u7269\u4f53\u5927\u5c0f\u4e0e1-d2\u6210\u6b63\u6bd4\uff0c\u56e0\u6b64\u6211\u4eec\u53ef\u4ee5\u5b9a\u4e49\uff0c\u5982\u679c\u5728\u79bb\u539f\u70b9\u8ddd\u79bb\u4e3ad\u7684\u4f4d\u7f6e\u4e0a\u6709\u4e00\u4e2a\u5145\u5206\u5c0f\u7684\u4f4d\u79fb\uff0c\u5728\u6211\u4eec\u770b\u6765\u8ddd\u79bb\u4e3a\u0394x\uff0c\u90a3\u4e48\u5728\u8fd9\u4e2a\u4e16\u754c\u4e2d\u7684\u5b9e\u9645\u8ddd\u79bb\u5c31\u662f\u0394x\/(1-d2)\u3002\u8fd9\u6837\u5c31\u53ef\u4ee5\u7b97\u51fa\uff0c\u4eceA\u5230B\u7684\u6700\u8fd1\u8def\u7ebf\u662f\u4e00\u6761\u5782\u76f4\u4e8e\u8fb9\u754c\u7684\u5706\u5f27\uff08\u84dd\u8272\u7684\u90a3\u6761\uff09\u3002\u8fd9\u4e2a\u4e8b\u5b9e\u7b49\u4ef7\u4e8e\u8bf4\uff0c\u6211\u4eec\u773c\u4e2d\u7684\u76f4\u7ebf\uff08\u5176\u5b9e\u662f\u6b27\u6c0f\u5e73\u9762\u4e0a\u7684\u76f4\u7ebf\uff09\uff0c\u5728\u53cc\u66f2\u770b\u6765\u5c31\u662f\u66f2\u7ebf\u3002<\/p>\n<p style=\"margin-bottom: 15px; box-sizing: border-box; line-height: 2em;\">\u90a3\u8fd9\u6837\u7684\u4e00\u79cd\u51e0\u4f55\u7ed3\u6784\u662f\u5982\u4f55\u5f71\u54cd\u76ee\u524d\u7684\u590d\u6742\u7f51\u7edc\u7814\u7a76\u7684\u5462\uff1f\u8fd9\u6837\u7684\u51e0\u4f55\u548c\u666e\u901a\u7684\u51e0\u4f55\u7684\u533a\u522b\u770b\u8d77\u6765\u662f\u4ec0\u4e48\u76f4\u7ebf\u66f2\u7ebf\u4ec0\u4e48\u5e73\u884c\u7b2c\u4e94\u516c\u8bbe\u4e4b\u95f4\u7684\u5dee\u522b\uff0c\u4f46\u7b80\u5355\u5730\u8bf4\uff0c\u5c31\u662f\u8ba9\u6211\u4eec\u8003\u8651\u5230\u4e86\u62d3\u6251\u7ed3\u6784\u3002\u52a0\u4e0a\u4e86\u8fd9\u6837\u7684\u7a7a\u95f4\u62d3\u6251\uff0c\u5e73\u9762\u4e0a\u7684\u7f51\u7edc\u4e2d\u8282\u70b9\u4e4b\u95f4\u7684\u8ddd\u79bb\u3001\u7c07\u7cfb\u6570\u3001\u5ea6\u5206\u5e03\u7b49\u6027\u8d28\u4f1a\u53d1\u751f\u6539\u53d8\uff0c\u90a3\u4e48\u5728\u5e73\u9762\u7f51\u7edc\u4e0a\u7684pattern\u548cflow\u4e5f\u4f1a\u5448\u73b0\u51fa\u66f4\u6709\u610f\u601d\u7684\u7ed3\u679c\uff08\u8fd9\u662f\u5fc5\u7136\u7684\uff01\uff09\u3002<\/p>\n<p style=\"margin-bottom: 15px; box-sizing: border-box; line-height: 2em;\">\u90a3\u7ed3\u5408\u6211\u4eec\u73b0\u5728\u7684\u5de5\u4f5c\uff0c\u5173\u4e8e\u6df1\u5ea6\u5b66\u4e60\u800c\u8a00\uff0c\u8fd9\u6837\u7684\u7814\u7a76\u4f1a\u7ed9\u6211\u4eec\u4ec0\u4e48\u6837\u7684\u542f\u793a\u5462\uff1f\u4e8b\u5b9e\u4e0a\uff0c\u5728\u6df1\u5ea6\u5b66\u4e60\u7684\u7406\u8bba\u5de5\u4f5c\u7684\u7814\u7a76\u4e2d\uff0c\u4e00\u76f4\u90fd\u6709\u5173\u4e8e\u201cWhy deep\u201d\u7684\u8ba8\u8bba\uff0c\u867d\u7136\u8fd9\u4e2a\u95ee\u9898\u5728\u6211\u4eec\u770b\u6765\u4eba\u4eec\u5e76\u6ca1\u6709\u62ff\u5230\u5f88\u597d\u7684\u7ed3\u679c\uff08\u5f53\u7136\uff0c\u6709\u90a3\u4e48\u4e00\u4e9b\u6587\u7ae0\uff0c\u901a\u8fc7\u4e00\u4e9b\u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u6765\u8bc1\u5b9e\u8bf4\uff0c\u4f60\u770b\uff0c\u53d8\u6df1\u4e86\u7684\u7f51\u7edc\u6bd4\u6d45\u7684\u7f51\u7edc\u6548\u679c\u597d\u554a\u3002\u4f46\u662f\uff0c\u62ff\u6700\u7b80\u5355\u7684Deep belief networks\u4e3e\u4f8b\u5b50\uff0c\u5982\u679c\u4f60\u7528\u666e\u901a\u7684CD\u6765\u8bad\u7ec3\u7684\u8bdd\uff0c\u786e\u5b9e\u589e\u52a0\u4e00\u5c42\uff0cLikelihood\u548creconstruction error\u4f1a\u53d8\u5927\u5f88\u591a\uff0c\u4f46\u662f\uff0c\u5982\u679c\u4f60\u6539\u8fdb\u4f18\u5316\u7b97\u6cd5\uff0c\u5373\u4f7f\u662f\u4e00\u5c42\u7684\uff0c\u4e5f\u4f1a\u6bd4\u4e4b\u524d\u4e24\u5c42\u7684\u6548\u679c\u597d\u3002\u4f46\u662f\u6211\u5e76\u4e0d\u662f\u8bf4\u7f51\u7edc\u7684\u6df1\u5ea6\u6beb\u65e0\u610f\u4e49\uff0cPS\uff1a\u5982\u679c\u662f\u8fd9\u6837\uff0c\u6df1\u5ea6\u5b66\u4e60\u5c31\u6ca1\u6709\u5b58\u5728\u7684\u4ef7\u503c\u4e86\uff1f\uff01\u6211\u662f\u8bf4\uff0c\u4f1a\u4e0d\u4f1a\u662f\u8c03\u6574\u5230\u6700\u597d\u7684\u7b97\u6cd5\uff0c\u53d8\u6df1\u7684\u7f51\u7edc\u4f9d\u7136\u6bd4\u53d8\u5bbd\u7684\u6548\u679c\u8981\u597d\uff0c\u867d\u7136\u8fd9\u4e2a\u7ed3\u8bba\u76ee\u524d\u662f\u4f9b\u8ba4\u7684\uff0c\u4f46\u662f\u5e76\u6ca1\u6709\u4e00\u4e2a\u5f88\u597d\u7684\u8bc1\u660e\u3002\uff09\u3002\u4f46\u662f\uff0c\u5173\u4e8e\u8fd9\u4e2a\u95ee\u9898\uff0c\u8fd8\u53ef\u4ee5\u6709\u53e6\u5916\u7684\u60f3\u6cd5\uff1a\u7f51\u7edc\u53d8\u6df1\u4e5f\u597d\u53d8\u5bbd\u4e5f\u7f62\uff0c\u662f\u4ece\u6b27\u6c0f\u51e0\u4f55\u7684\u89d2\u5ea6\u51fa\u53d1\uff0c\u4f46\u662f\u5982\u679c\u4ece\u53cc\u66f2\u51e0\u4f55\u7684\u89d2\u5ea6\u51fa\u53d1\u5462\uff1f\u6362\u53e5\u8bdd\u8bf4\uff0c\u5373\u4f7f\u662f\u6700\u7b80\u5355\u7684Boltzmann machine\uff0c\u5982\u679c\u6211\u4eec\u589e\u52a0\u4e86\u7a7a\u95f4\u7684\u6982\u5ff5\uff08\u4e5f\u5c31\u662f\u53cc\u66f2\u51e0\u4f55\u4e2d\u7684\u5f84\u5411\u7ef4\u5ea6\uff09\uff0c\u4f1a\u4e0d\u4f1a\u6709\u4e00\u4e2a\u6700\u4f18\u7684\u7ed3\u6784\uff1f\u539f\u672c\u7684\u7ed3\u6784\u4f1a\u4e0d\u4f1a\u53ef\u4ee5\u8868\u793a\u6210\u4e00\u4e9b\u57fa\u672c\u7ed3\u6784\u7684\u7ec4\u5408\uff1f\u800c\u589e\u52a0\u7684\u7ef4\u5ea6\u5b8c\u5168\u53ef\u4ee5\u770b\u6210\u51e0\u4f55\u4e2d\u7684\u8f85\u52a9\u7ebf\u561b\u3002\u5982\u679c\u662fRestricted Boltzmann Machine\u5462\uff1f\u5982\u679c\u8fd9\u79cdoptimal structure\u771f\u7684\u53ef\u4ee5\u627e\u5230\uff0c\u81f3\u5c11\u662f\u8fd9\u79cd\u57fa\u672c\u7ed3\u6784\u7684\u8868\u793a\u53ef\u4ee5\u627e\u5230\u7684\u8bdd\uff0cwhy deep\u7684\u95ee\u9898\u5c31\u4f1a\u6709\u53e6\u5916\u7684\u89e3\u91ca\uff1adeep\u7684\u65b9\u5411\u5c31\u662f\u67d0\u79cd\u7ef4\u5ea6\u4e0a\u8ba9\u7f51\u7edc\u9010\u6e10\u6700\u4f18\u7684\u65b9\u5411\uff01<\/p>\n<section label=\"Copyright \u00a9 2015 playhudong All Rights Reserved.\" donone=\"shifuMouseDownStyle(&#39;shifu_t_027&#39;)\" style=\"margin: 50px auto 16px; font-size: 14px; line-height: 25.6000003814697px; white-space: normal; border: none; text-align: center;\">\n<section class=\"color\" style=\"border-top-style: solid; border-top-width: 2px; border-color: rgb(255, 169, 33);\">\n<section style=\"margin-top: -17px;\">\n<section style=\"display: inline-block; background-color: rgb(255, 255, 255);\">\n<section class=\"color\" style=\"border-left-style: solid; border-left-width: 1px; border-color: rgb(255, 169, 33); border-right-style: solid; border-right-width: 1px; width: 7px; transform: rotate(8deg); -webkit-transform: rotate(8deg); height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section class=\"color\" style=\"border-right-style: solid; border-right-width: 1px; border-color: rgb(255, 169, 33); transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section style=\"padding-right: 10px; padding-left: 10px; font-size: 18px; height: 28px; line-height: 28px; display: inline-block;\">\n<p><strong><span style=\"font-size: 16px;\">\u7edf\u8ba1\u7269\u7406\u5b66\u80fd\u5e2e\u52a9\u6df1\u5ea6\u5b66\u4e60\u5417<\/span><\/strong><\/p>\n<\/section>\n<section class=\"color\" style=\"border-left-style: solid; border-left-width: 1px; border-color: rgb(255, 169, 33); border-right-style: solid; border-right-width: 1px; transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section class=\"color\" style=\"border-right-style: solid; border-right-width: 1px; border-color: rgb(255, 169, 33); transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-bottom: 15px; font-size: 14px; white-space: normal; line-height: 1.75em;\"><span style=\"line-height: 2em;\">\u6211\u7edd\u5bf9\u76f8\u4fe1\uff01\u8981\u4e0d\u7136\uff0c\u6211\u5c31\u4e0d\u4f1a\u5728\u4e00\u4e2a\u7edf\u8ba1\u7269\u7406\u7684\u7ec4\u505a\u795e\u7ecf\u7f51\u7edc\u7684\u5de5\u4f5c\u4e86\u3002\u5176\u5b9e\uff0c\u5728\u5f88\u65e9\u5f88\u65e9\u7684\u4ee5\u524d\uff0c\u6211\u5bf9\u795e\u7ecf\u7f51\u7edc\u611f\u5174\u8da3\u6e90\u4e8e\u5bf9protein\u4e2d\u7684\u5404\u79cdstatistical inference\u7684\u5174\u8da3\u548c\u5bf9brain research\u7684\u6301\u7eed\u597d\u5947\uff0c\u800c\u51fa\u4e8e\u5bf9neural networks\u4e2d\u201cneural\u201d\u548c\u201cneuroscience\u201d\u7684\u524d\u7f00\u7684\u5173\u7cfb\u7684\u8bef\u89e3\uff0c\u5c31\u4e0a\u4e86\u795e\u7ecf\u7f51\u7edc\u4ee5\u53ca\u6df1\u5ea6\u5b66\u4e60\u7684\u201c\u8d3c\u8239\uff08^_^&nbsp;^_^&nbsp;\uff09\u201d\u3002\u4f46\u662f\uff0c\u5bf9\u4e8e\u795e\u7ecf\u7f51\u7edc\u548c\u7edf\u8ba1\u7269\u7406\u7684\u5173\u7cfb\uff0c\u6211\u4e4b\u524d\u8ba4\u4e3a\u4ed6\u4eec\u7684\u8054\u7cfb\u4e3b\u8981\u5728Gibbs\u5206\u5e03\u4e0a\u3002\u6362\u53e5\u8bdd\u8bf4\u8bf4\u4e3b\u8981\u96c6\u4e2d\u5728\u795e\u7ecf\u7f51\u7edc\u4e2d\u548cHopfield\u7f51\u7edc\u6709\u5173\u7684\u90a3\u4e00\u90e8\u5206\uff0c\u6bd4\u5982\uff0cBoltzmann machine\u548cRestricted Boltzmann machine\u7b49\uff0c\u5f53\u7136\u4e5f\u6709associated memory\u548c\u4fe1\u606f\u8bba\u4e2d\u7684compressed sensing\u8fd9\u7c7b\u95ee\u9898\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\"  style=\"line-height: 25.6000003814697px; white-space: normal; box-sizing: border-box;\">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section class=\"\" style=\"font-size: 14px; box-sizing: border-box;\">\n<p style=\"margin-bottom: 15px; box-sizing: border-box; line-height: 2em;\">\u4f46\u662f\uff0c\u7ecf\u8fc7\u8fd9\u6b21\u7684\u8ba8\u8bba\uff0c\u4e00\u65b9\u9762\u662f\u5f20\u6f58\u7cfb\u7edf\u7684\u5f15\u5165\uff0c\u53e6\u4e00\u65b9\u9762\u4f34\u968f\u7740\u4ed6\u7684\u5f15\u5165\u4ece\u53e6\u4e00\u4e2a\u89d2\u5ea6\u7cfb\u7edf\u5730\u8bfb\u4e00\u4e9b\u6587\u732e\u548c\u7ed3\u679c\uff0c\u5173\u4e8e\u7f51\u7edc\u548c\u7edf\u8ba1\u7269\u7406\u7684\u5173\u7cfb\u8fdc\u8fdc\u4e0d\u6b62\u8fd9\u4e9b\uff01\u4e0a\u5348\u7684\u8bb2\u89e3\u6211\u5370\u8c61\u6700\u6df1\u7684\u5c31\u662f\u5173\u4e8e\u51e0\u7c7b\u63a8\u65ad\u95ee\u9898\u7684\u7406\u89e3\uff1a\u6240\u8c13\u7684\u6781\u5927\u4f3c\u7136\u4f30\u8ba1\u548c\u8d1d\u53f6\u65af\u7edf\u8ba1\u63a8\u65ad\u4e0d\u8fc7\u662f\u7edf\u8ba1\u7269\u7406\u7cfb\u7edf\u5728\u4e0d\u540c\u6e29\u5ea6\u8c31\u7cfb\u4e0a\u7684\u7279\u4f8b\uff1a\u5f53\u6211\u4eec\u5c06\u6e29\u5ea6\u8c03\u8282\u52300\u7684\u65f6\u5019\uff0c\u6211\u4eec\u5c31\u5f97\u5230\u4e86\u6781\u5927\u4f3c\u7136\u4f30\u8ba1\u65b9\u6cd5\uff1b\u800c\u5f53\u6211\u4eec\u5c06\u6e29\u5ea6\u8c03\u8282\u52301\u7684\u65f6\u5019\uff0c\u5c31\u5f97\u5230\u4e86\u8d1d\u53f6\u65af\u7edf\u8ba1\u63a8\u65ad\u3002\u8fd8\u6709\uff0c\u5173\u4e8e\u5bf9\u79f0\u7834\u548csurvey propagation\u7684\u5404\u79cd\u89e3\u91ca\uff0c\u4ee5\u53ca\u590d\u4e60\u4e86\u4e0bbelief propagation\u7684\u5404\u79cd\u63a8\u5bfc\u8fc7\u7a0b\u3002<\/p>\n<p style=\"margin-bottom: 15px; box-sizing: border-box; line-height: 2em;\">\u4e8b\u5b9e\u4e0a\uff0c\u5728\u7f51\u7edc\u95ee\u9898\u7684\u7814\u7a76\u4e2d\uff0c\u7ecf\u5e38\u4f1a\u53d1\u751f\u7c7b\u4f3c\u7edf\u8ba1\u7269\u7406\u4e2d\u201c\u76f8\u53d8\u201d\u7684\u8fc7\u7a0b\u3002\u5f88\u5047\u5355\u7684\u4e00\u4e2a\u4f8b\u5b50\uff0c\u5982\u679c\u6211\u4eec\u7ee7\u7eed\u62ff\u521a\u624d\u7684Boltzmann machine\u7684optimal structure\u6765\u8bf4\u4e8b\u7684\u8bdd\uff1a\u65e0\u8bba\u662f\u6b27\u6c0f\u7a7a\u95f4\u4e2d\u8fd8\u662f\u53cc\u66f2\u7a7a\u95f4\u4e2d\u7684Boltzmann machine\uff0c\u5982\u679c\u6211\u4eec\u4e4b\u524d\u62ff\u5230\u7684\u662f\u4e00\u4e2a\u5168\u8fde\u63a5\u7684\u7f51\u7edc\u7684\u8bdd\uff0c\u6211\u4eec\u5e0c\u671b\u5f97\u5230\u4e00\u4e2a\u8fd9\u4e2a\u7f51\u7edc\u7684\u6700\u4f18\u7ed3\u6784\uff0c\u8fd8\u53ef\u4ee5\u600e\u4e48\u6837\u5b9a\u4e49\u5462\uff1a\u5047\u8bbe\u6211\u4eec\u4e0d\u65ad\u7684\u5220\u9664\u8fb9\uff0c\u6216\u8005\u4e0d\u65ad\u7684\u5220\u9664\u70b9\uff0c\u5e76\u7528\u67d0\u4e2a\u6307\u6807\u6765\u5b9a\u4e49\u7f51\u7edc\u7684\u6027\u8d28\uff0c\u6bd4\u5982supervised learning \u7684performance\u6216\u8005likelihood\u3001reconstruction error\u3001correlation\u8fd9\u7c7b\uff0c\u90a3\u4e48\u5c31\u5f88\u6709\u53ef\u80fd\u4f1a\u53d1\u751f\u548c\u666e\u901a\u7684\u7f51\u7edc\u4e00\u6837\u7684\u76f8\u53d8\uff0c\u6bd4\u5982\u4e0b\u56fe\u8fd9\u4e2a\u5728\u968f\u673a\u7f51\u7edc\u4e0a\u7684\u7ed3\u679c\uff08\u6765\u81eapaper:&nbsp;arXiv:1603.05781v3\uff0c\u662fZhou\u548c\u5b66\u751f\u7684\u6587\u7ae0&nbsp;\uff09\u3002<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\"  style=\"line-height: 25.6000003814697px; white-space: normal; box-sizing: border-box;\">\n<section class=\"\" style=\"margin-top: 10px; margin-bottom: 10px; text-align: center; box-sizing: border-box;\"><img class=\"\"    style=\"vertical-align: middle; width: 278px; box-sizing: border-box;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534234052.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\"  style=\"line-height: 25.6000003814697px; white-space: normal; box-sizing: border-box;\">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section class=\"\" style=\"font-size: 14px; box-sizing: border-box;\">\n<p style=\"margin-bottom: 15px; box-sizing: border-box; line-height: 2em;\">\u53ef\u4ee5\u60f3\u8c61\uff0c\u867d\u7136Boltzmann machine\u548c\u8fd9\u4e2a\u7f51\u7edc\uff08\u8fd9\u662f\u5728ER\u7f51\u7edc\u4e0a\u505a\u7684\u5b9e\u9a8c\uff09\u662f\u6709\u533a\u522b\u7684\uff08\u5176\u5b9e\u8fd9\u4e2a\u533a\u522b\u4e0d\u8fc7\u5c31\u662f\u8282\u70b9\u670d\u4eceBoltzmann\u5206\u5e03\u800c\u5df2\uff09\uff0c\u4f46\u53ea\u8981\u662f\u5728\u6b27\u6c0f\u7a7a\u95f4\u4e2d\u5e94\u8be5\u8fd8\u662f\u4f1a\uff08\u5f88\u5927\u7684\u53ef\u80fd\uff09\u6ee1\u8db3\u8fd9\u6837\u7684\u7ed3\u679c\uff0c\u4f46\u662f\uff0c\u5982\u679c\u653e\u5230\u53cc\u66f2\u7a7a\u95f4\u4e2d\uff0c\u4f1a\u4e0d\u4f1a\u8fd9\u4e2a\u53d1\u751f\u76f8\u53d8\u7684\u70b9\u63d0\u524d\u6216\u8005\u5ef6\u540e\uff1f\u662f\u6bcf\u4e00\u79cd\u6307\u6807\u90fd\u4e00\u6837\u7684\u7ed3\u679c\u5417\uff1f\uff08\u5f53\u7136\uff0c\u8fd9\u6837\u7684\u95ee\u9898\uff0c\u6211\u4eec\u63a5\u4e0b\u6765\u7684\u5de5\u4f5c\u5c31\u4f1a\u6709\u4e00\u90e8\u5206\u662f\u6765\u5904\u7406\u8fd9\u4e2a\u5de5\u4f5c\uff0c\u5e0c\u671b\u53ef\u4ee5\u5f97\u5230\u597d\u7684\u7ed3\u679c^_^\uff09<\/p>\n<p style=\"margin-bottom: 15px; box-sizing: border-box; line-height: 2em;\">\u9664\u4e86Boltzmann machine\u4ee5\u5916\u7684\u5462\uff1f\u5728\u7b2c\u4e00\u5929\u7684\u4e0b\u5348\uff0c\u5ae3\u7136\u9886\u7740\u5927\u5bb6\u4e00\u8d77\u8ba8\u8bba\u4e86\u5f88\u591a\u5173\u4e8egenerative adversarial networks\u7684\u5de5\u4f5c\uff0c\u800c\u8fd9\u4e2a\u6a21\u578b\u662f\u6211\u7684\u631a\u7231\u4e4b\u4e00\uff01\uff01\u56e0\u4e3a\uff0c\u8fd9\u6a21\u578b\u770b\u8d77\u6765\u5b9e\u73b0\u4e86machine-teach-machine\u8fc7\u7a0b\u3002\u4f60\u770b\uff0c\u770b\u8d77\u6765\u662f\u591a\u4e48perfect\u7684\u4e00\u4e2a\u6a21\u578b\uff1a\u6709\u4e00\u4e2agenerator\uff0c\u8d1f\u8d23\u751f\u6210\u6a21\u578b\uff08\u5176\u5b9e\uff0c\u5f88\u591a\u6211\u4eec\u719f\u6089\u7684\u7f51\u7edc\u90fd\u662f\u53ef\u4ee5\u505agenerator\u7684\uff0c\u6bd4\u5982CNN\u3001RNN\u3001RBM\uff09\uff0c\u800c\u6a21\u578b\u7684\u53e6\u4e00\u90e8\u5206\u662fdiscriminator\uff0c\u8d1f\u8d23\u5224\u522b\u751f\u6210\u7684\u771f\u5047\uff0c\u4ee5\u6b64\u5f62\u6210\u4e00\u4e2aloop\uff0c\u76f4\u5230\u4e24\u8005\u8fbe\u5230\u4e00\u4e2a\u535a\u5f08\u5747\u8861\u3002\u800cobjective function\u5219\u662f\u7528\u7684KL divergence\u6765\u5b9e\u73b0\u3002\u53ef\u662f\uff0c\u8fd9\u6837\u7684\u6a21\u578b\u5728\u8bad\u7ec3\u7684\u65f6\u5019\u4f1a\u51fa\u73b0\u4ec0\u4e48\u95ee\u9898\u5462\uff1a\u5f53\u7136\u66f4\u8be6\u7ec6\u7684\u95ee\u9898\u53ef\u4ee5\u770b\u5ae3\u713611\u67088\u65e5\u7684\u5fae\u4fe1\u516c\u4f17\u8d26\u53f7\u7684\u6587\u7ae0\uff1ahttp:\/\/mp.weixin.qq.com\/s?__biz=MzAwMjM3MTc5OA==&amp;mid=2652692183&amp;idx=1&amp;sn=b436cba6a6fcd19dccaddccd42cb0f11<strong>\uff08\u89c1\u9605\u8bfb\u539f\u6587\uff09\u3002<\/strong><\/p>\n<p style=\"margin-bottom: 15px; box-sizing: border-box; line-height: 2em;\">\u6211\u4eec\u90fd\u8ba4\u4e3amissing mode\u4f1a\u662fGAN\u8bad\u7ec3\u4e2d\u7684\u4e00\u4e2a\u96be\u9898\uff0c\u53ef\u4ee5\u4ece\u5979\u8ba8\u8bba\u7684\u51e0\u7bc7\u6587\u7ae0\u4e2d\u770b\u51fa\uff0c\u5927\u5bb6\u90fd\u662f\u5728\u5404\u79cd\u907f\u514d\u901a\u8fc7\u5404\u79cdtricks\uff0c\u4f46\u662f\uff0c\u5bf9\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u7684\u601d\u8def\u4e00\u76f4\u90fd\u662f\uff1a\u52a0\u5165G\u548cD\u7684\u90e8\u5206\u90fd\u662fenergy-based model\uff0c\u6216\u8005\u4ece\u5229\u7528\u535a\u5f08\u7684\u601d\u60f3\uff0c\u6765\u589e\u52a0\u5173\u4e8eG\u548cD\u4e4b\u95f4\u7684\u5dee\u522b\u7684\u9650\u5236\uff0c\u8fd9\u5c31\u4f1a\u5bfc\u81f4\u8bf4\uff0c\u535a\u5f08\u5747\u8861\u7684\u7ed3\u679c\u4e0d\u518d\u662f1\/2\uff0c\u6216\u8005\u4ece\u53e6\u5916\u7684\u89d2\u5ea6\u6765\u7406\u89e3\uff1a\u5982\u679c\u6211\u4eec\u7ed9\u51fa\u535a\u5f08\u5747\u8861\u5e94\u8be5\u6ee1\u8db3\u7684\u6761\u4ef6\uff0c\u800c\u901a\u8fc7\u62c9\u683c\u6717\u65e5\u7b97\u5b50\u628a\u8fd9\u4e2a\u6761\u4ef6\u653e\u5230objective function\u4e2d\uff0c\u4f1a\u662f\u4ec0\u4e48\u6837\u7684\u6548\u679c\u5462\uff1f\u800c\u8fd9\u90e8\u5206\u5185\u5bb9\u4e5f\u662f\u672c\u6b21\u7814\u8bfb\u8425\u4ee5\u540e\u6211\u4eec\u7684\u53e6\u4e00\u4e2a\u8ba8\u8bba\u65b9\u5411\u3002\u7528\u535a\u5f08\u8bba\u548c\u7edf\u8ba1\u7269\u7406\u7684\u8054\u5408\u529b\u91cf\u6765\u6539\u8fdbGAN\u4f1a\u662f\u4ec0\u4e48\u6837\u7684\u6548\u679c\uff1f\u8fd9\u4e2a\u95ee\u9898\u6211\u548c\u5ae3\u7136\u90fd\u62ed\u76ee\u4ee5\u5f85\u3002\uff08\u8fd9\u4ef6\u4e8b\u6211\u6253\u7b97\u628a\u6211\u8001\u677f\u62c9\u8fdb\u6765\uff0c\u671f\u5f85\u597d\u7684\u5b9e\u9a8c\u7ed3\u679cing!!\uff09<\/p>\n<p style=\"margin-bottom: 15px; box-sizing: border-box; line-height: 2em;\">\u540c\u6837\u53c2\u52a0\u4e86\u672c\u6b21\u4f1a\u8bae\u7684\u4fef\u5367\u6491\u5bf9\u7edf\u8ba1\u7269\u7406\u548c\u751f\u7269\u7f51\u7edc\u7684\u5173\u7cfb\u6709\u4e0d\u4e00\u6837\u7684\u60f3\u6cd5\uff0c\u4ed6\u505a\u4e86\u5f88\u591a\u5173\u4e8e\u201c\u4e34\u754c\u6027\u201d\u7684\u7814\u7a76\uff0c\u65e0\u8bba\u662f\u5927\u8111\u7684\u8fd8\u662f\u86cb\u767d\u8d28\u7684\u3002\u76ee\u524d\u5173\u4e8e\u4e34\u754c\u7684\u7ed3\u679c\u662f\u8bf4\u5982\u679c\u78c1\u5316\u7387\u662f\u5c16\u5cf0\u51fd\u6570\uff0c\u6211\u4eec\u5c31\u8ba4\u4e3a\u662f\u5230\u4e86\u4e34\u754c\u3002\u800c\u600e\u4e48\u901a\u8fc7\u5df2\u6709\u7684\u6570\u636e\u6765\u63a8\u65ad\u4e34\u754c\u73b0\u8c61\u7684\u6027\u8d28\uff0c\u662f\u76ee\u524d\u7684\u7814\u7a76\u96be\u70b9\u3002\u4f46\u4ece\u7edf\u8ba1\u7269\u7406\u7684\u89d2\u5ea6\u800c\u8a00\uff0c\u4e34\u754c\u672c\u8eab\u610f\u5473\u7740\u76f8\u53d8\uff08\u5f53\u7136\uff0c\u662f\u51e0\u9636\u4e0d\u4e00\u5b9a\uff09\uff0c\u6211\u4eec\u53ef\u4ee5\u7ed3\u5408\u7f51\u7edc\u6765\u7ed9\u51fa\u4e34\u754c\u7684\u7814\u7a76\u5417\uff0c\u663e\u7136\u5f88\u7b80\u5355\u7684\u4e00\u4e2a\u601d\u8def\u662f\uff1a\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u5bf9\u7f51\u7edc\u7684\u5b66\u4e60\u6765\u5b66\u4e60\u6570\u636e\u7684\u7279\u5f81\uff0c\u800c\u8fd9\u4e9b\u7279\u5f81\u4f1a\u4e0d\u4f1a\u6697\u542b\u7740\u4e34\u754c\u7684\u67d0\u79cd\u4fe1\u606f\uff1f\u5728\u5b66\u4e60\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5f53\u7136\u4f1a\u6d89\u53ca\u5404\u79cd\u95ee\u9898\uff0c\u6bd4\u5982\u964d\u7ef4\uff08DNN\u4e2d\u6709\u65b9\u6cd5\u554a\uff0ct-SNE\u5c31\u662f\u4e0d\u9519\u7684\u9009\u62e9\uff01\uff09\uff0c\u6bd4\u5982\u77e9\u9635\u7684\u8c31\u5206\u6790\uff08\u4e5f\u53ef\u4ee5\u7406\u89e3\u6210clustering\u7684\u95ee\u9898\u6216\u8005\u8bf4community detection\uff09\uff0c\u6bd4\u5982\u8bf4\uff0c\u6e29\u5ea6\u7b49\u5916\u754c\u6761\u4ef6\u7684\u5f71\u54cd\uff0c\u6bd4\u5982\u7a00\u758f\u6027\uff0c\u7b49\u7b49\u3002\u4fef\u5367\u6491\u548c\u6211\u90fd\u5e0c\u671b\u53ef\u4ee5\u5b8c\u6210\u4e00\u70b9\u8fd9\u4e2a\u65b9\u9762\u7684\u5de5\u4f5c\uff0c\u6211\u4eec\u7684\u8ba1\u7b97\u5df2\u7ecf\u5728\u6084\u5730\u5f00\u59cb\u5566\uff01\u800c\u5728\u8ba1\u7b97\u8fc7\u7a0b\u4e2d\uff0c\u4ed6\u63d0\u4f9b\u7684Dyson equation\u7684\u601d\u8003\u65b9\u5f0f\uff0c\u4e5f\u8ba9\u6211\u5b66\u5230\u4e86\u5f88\u591a\uff08\u5e0c\u671b\u6211\u4eec\u7684\u5de5\u4f5c\u53ef\u4ee5\u5c3d\u5feb\u653e\u5230arxiv\u4e0a\u6216\u8005submit\u5230\u67d0journal\u4e0a\uff0c\u867d\u7136\u5230\u76ee\u524d\u4e3a\u6b62\u8fd8\u6709\u597d\u591a\u597d\u591a\u8ba1\u7b97\u6ca1\u6709\u505a\uff09\u3002<\/p>\n<section label=\"Copyright \u00a9 2015 playhudong All Rights Reserved.\" donone=\"shifuMouseDownStyle(&#39;shifu_t_027&#39;)\" style=\"margin: 50px auto 16px; font-size: 14px; line-height: 25.6000003814697px; white-space: normal; border: none; text-align: center;\">\n<section class=\"color\" style=\"border-top-style: solid; border-top-width: 2px; border-color: rgb(255, 169, 33);\">\n<section style=\"margin-top: -17px;\">\n<section style=\"display: inline-block; background-color: rgb(255, 255, 255);\">\n<section class=\"color\" style=\"border-left-style: solid; border-left-width: 1px; border-color: rgb(255, 169, 33); border-right-style: solid; border-right-width: 1px; width: 7px; transform: rotate(8deg); -webkit-transform: rotate(8deg); height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section class=\"color\" style=\"border-right-style: solid; border-right-width: 1px; border-color: rgb(255, 169, 33); transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section style=\"padding-right: 10px; padding-left: 10px; font-size: 18px; height: 28px; line-height: 28px; display: inline-block;\">\n<p><strong><span style=\"font-size: 16px;\">\u7406\u8bba\u7269\u7406\u80fd\u501f\u52a9\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u5417<\/span><\/strong><\/p>\n<\/section>\n<section class=\"color\" style=\"border-left-style: solid; border-left-width: 1px; border-color: rgb(255, 169, 33); border-right-style: solid; border-right-width: 1px; transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section class=\"color\" style=\"border-right-style: solid; border-right-width: 1px; border-color: rgb(255, 169, 33); transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\"  style=\"line-height: 25.6000003814697px; white-space: normal; box-sizing: border-box;\">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section class=\"\" style=\"font-size: 14px; box-sizing: border-box;\">\n<p style=\"margin-bottom: 15px; box-sizing: border-box; line-height: 2em;\">\u6211\u5728\u53c2\u52a0Spring school\u7684\u65f6\u5019\uff0c\u8001\u677f\u5c31\u63a8\u8350\u6211\u8bfb\u5173\u4e8e\u91cd\u6574\u5316\u7fa4\u7684\u6587\u732e\uff0c\u5f53\u7136\u4e5f\u8bb8\u5c31\u662f\u56e0\u4e3a\u628a\u91cd\u6574\u5316\u7fa4\u548c\u6df1\u5ea6\u5b66\u4e60\u8054\u7cfb\u8d77\u6765\u7684\u51e0\u7bc7\u6587\u732e\uff0c\u52a0\u4e0a\u4e00\u4e9b\u4eba\u5229\u7528\u91cd\u6574\u5316\u7fa4\u7684\u60f3\u6cd5\u6765\u6539\u8fdb\u673a\u5668\u5b66\u4e60\u4e2d\u7684overfitting\u7b49\u95ee\u9898\uff08\u6bd4\u5982\uff0c\u77e5\u4e4e@&nbsp;\u7eb3\u7c73\u9171\uff09\uff0c\u8ba9\u5305\u62ec\u8001\u677f\u5728\u5185\u7684\u5f88\u591a\u4eba\u8d8a\u6765\u8d8a\u76f8\u4fe1\u6df1\u5ea6\u5b66\u4e60\u548c\u91cd\u6574\u5316\u7fa4\u6709\u5173\u3002\u8fd9\u91cc\uff0c\u5f53\u7136\u5305\u62ec\u505a\u51dd\u805a\u6001\u6216\u8005\u91cf\u5b50\u4fe1\u606f\u7684\u7ae5\u978b\u3002<\/p>\n<p style=\"margin-bottom: 15px; box-sizing: border-box; line-height: 2em;\">\u7814\u8bfb\u8425\u7684\u7b2c\u4e09\u5929\uff0c<strong style=\"box-sizing: border-box;\">\u5c24\u4ea6\u5e84\u7cfb\u7edf\u5730\u7ed9\u5927\u5bb6\u8bb2\u4e86\u91cf\u5b50\u4fe1\u606f\u548c\u5f20\u91cf\u7f51\u7edc\u7684\u53d1\u5c55\u5386\u7a0b\u548c\u7814\u7a76\u8109\u7edc<\/strong>\uff08\u5927V\u5c31\u662f\u5927V\uff0c\u7b03\u5b9a\u548c\u4ece\u5bb9\u662f\u9700\u8981\u5185\u6db5\u4f5c\u4e3a\u652f\u6491\u7684\uff09\uff0c\u4f46\u662f\u5982\u679c\u7f3a\u5c11\u6700\u540e\u4e00\u90e8\u5206\uff0c\u8fd9\u4e00\u5929\u6211\u53ea\u80fd\u7528\u201c\u7269\u7406\u77e5\u8bc6\u666e\u53ca\u201d\u4f5c\u4e3a\u603b\u7ed3\uff08\u5bf9\u6211\u800c\u8a00\u662f\u8fd9\u6837\u3002\u3002\u3002o(\u256f\u25a1\u2570)o\uff09\u3002\u53ef\u662f\uff0c\u753b\u9f99\u70b9\u775b\u7684\u6700\u540e\u4e00\u90e8\u5206\u5185\u5bb9\u8ba9\u6211\u7a81\u7136\u95f4\u7406\u89e3\u4e86\u201c\u8c41\u7136\u5f00\u6717\u201d\uff1a\u4ed6\u544a\u8bc9\u5927\u5bb6\uff0c\u4e0d\u4ec5\u4ec5\u5b58\u5728\u91cf\u5b50\u7ea0\u7f20-\u5f20\u91cf\u7f51\u7edc-\u53cc\u66f2\u51e0\u4f55\u8fd9\u6837\u7684\u4e00\u6761\u601d\u8003\u7ebf\uff0c\u800c\u5173\u4e8e\u7ea0\u7f20\u7684\u7279\u5f81\u5b66\u4e60\u5c31\u662f\u67b6\u8d77\u673a\u5668\u5b66\u4e60\u548c\u6f14\u751f\u7a7a\u95f4\u7684\u6865\u6881\uff08(*@\u03bf@*) \u54c7\uff5e\u7279\u5f81\u5b66\u4e60\u554a\uff01\uff01\u505a\u6df1\u5ea6\u5b66\u4e60\u7684\u4eba\u542c\u5230feature\u773c\u524d\u4e0d\u4ec5\u662f\u4e00\u4eae\uff01\uff01\uff09<\/p>\n<p style=\"margin-bottom: 15px; box-sizing: border-box; line-height: 2em;\">\u901a\u8fc7\u4ed6\u7684\u8bb2\u89e3\uff0c\u6211\u8bfb\u4e86\u4e00\u4e9b\u548c\u4ed6\u76f8\u5173\u7684\u8d44\u6599\uff0c\u8ba9\u6211\u7a81\u7136\u95f4\u5c31\u61c2\u4e86\u4e4b\u524d\u770b\u5230\u7684\u4e00\u53e5\u8bdd\uff1a<strong>\u5b87\u5b99\u5c31\u662f\u4e00\u53f0\u5927\u578b\u7684\u91cf\u5b50\u8ba1\u7b97\u673a\uff0c\u800c\u6211\u4eec\u6240\u5173\u6ce8\u7684\u667a\u80fd\u7b49\u95ee\u9898\u4e0d\u8fc7\u662f\u8fd9\u91cc\u6d8c\u73b0\u51fa\u6765\u7684pattern<\/strong><strong>\u3002<\/strong>\u4e8b\u5b9e\u4e0a\uff0c\u7531\u4e8e\u91cf\u5b50\u7ea0\u7f20\u7684\u5b58\u5728\uff0c\u5bfc\u81f4\u91cf\u5b50\u7cfb\u7edf\u53ef\u4ee5\u6bd4\u7ecf\u5178\u7cfb\u7edf\u6709\u66f4\u5f3a\u7684\u4fe1\u606f\u5b58\u50a8\u80fd\u529b\u548c\u8ba1\u7b97\u80fd\u529b\uff0c\u56e0\u4e3a\u4fe1\u606f\u4e0d\u4ec5\u53ef\u4ee5\u5b58\u5728\u4e8e\u72ec\u7acb\u7684\u91cf\u5b50\u6bd4\u7279\u4e2d\uff0c\u66f4\u53ef\u4ee5\u5b58\u5728\u4e8e\u5173\u7cfb\uff08\u5373\u7ea0\u7f20\uff09\u4e2d\uff01\u5c24\u5176\u662f\u5f53\u5c24\u4ea6\u5e84\u8bb2\u5230\u6d4b\u5730\u7ebf\u51e0\u4f55\u548c\u7edf\u8ba1\u7269\u7406\u7684\u5173\u7cfb\u8fd8\u6709\u7ea0\u7f20\u7279\u5f81\u5b66\u4e60\u7684\u8868\u8fbe\u5f0f\u7684\u65f6\u5019\uff0c\u6211\u5185\u5fc3\u611f\u6168\uff1a\u8fd9\u7c7b\u548c\u8d1d\u53f6\u65af\u7edf\u8ba1\u4ee5\u53ca\u5b66\u4e60\u7b97\u6cd5\u606f\u606f\u76f8\u5173\u7684\u8868\u8fbe\u5f0f\u770b\u8d77\u6765\u6bd4\u4e0a\u5348\u7684\u8212\u670d\u5f88\u591a\u561b\uff01<\/p>\n<p style=\"margin-bottom: 15px; box-sizing: border-box; line-height: 2em;\">\u4f46\u662f\u56de\u5230\u4e4b\u524d\u7684\u95ee\u9898\uff0c\u8fd9\u4e9b\u4e0e\u5728\u6df1\u5ea6\u5b66\u4e60\u7406\u8bba\u4e2d\u5927\u70ed\u7684\u91cd\u6574\u5316\u7fa4\u6709\u4ec0\u4e48\u5173\u7cfb\u5462\uff1f\u5c24\u4ea6\u5e84\u5728\u6700\u540e\u4e00\u4e2a\u665a\u4e0a\u5e2e\u6211\u7406\u6e05\u4e86\u601d\u8def\uff1a\u5982\u679c\u6211\u4eec\u7ee7\u7eed\u8003\u8651\u4e00\u4e2a\u7b80\u5355\u7684\u6709\u5c42\u7ea7\u7ed3\u6784\u7684\u80fd\u91cf\u6a21\u578b\uff08\u8fd9\u91cc\u7684\u5c42\u7ea7\u7ed3\u6784\u5c31\u662f\u548cwhy deep\u4e2d\u7684deep\u5173\u7cfb\u5f88\u5927\u561b\uff01\uff01\uff09\uff0c\u6bd4\u5982\u8bf4\u5f88\u591a\u4e2ahidden layer\u7684restricted Boltzmann machine \uff08\u548c\u7269\u7406\u76f8\u5173\u7684\u4eba\u505a\u673a\u5668\u5b66\u4e60\uff0c\u771f\u7684\u5f88\u613f\u610f\u62ff\u8fd9\u4e2a\u8bf4\u4e8b\u554a\u3002\u3002\u3002\u800c\u4e0d\u662f\u770b\u8d77\u6765\u66f4\u7b80\u5355\u7684CNN\u6216\u8005RNN\uff09\uff0c\u5982\u679c\u8f93\u5165\u7684\u6570\u636e\u662f\u7531\u4e0d\u540c\u7ef4\u5ea6\u4e0d\u540c\u6e29\u5ea6\u7684Ising\u6a21\u578b\u751f\u6210\u7684\uff0c\u90a3\u4e48\u8fde\u63a5\u77e9\u9635\u7684\u67d0\u4e9b\u7279\u5f81\uff08\u6bd4\u5982\uff0c\u51e0\u4f55\u5e73\u5747\uff1f\u5982\u679c\u662f\u7a00\u758f\u7684\u8bdd\uff0c\u6bd4\u5982clustering\u7684\u7279\u5f81\uff1f\u6216\u8005\u8bf4\u672c\u5f81\u503c\uff1f\u7b49\u7b49\uff09\u4f1a\u600e\u4e48\u53d8\u5316\u5462\uff1f\u4f1a\u4e0d\u4f1a\u662f\u67d0\u79cd\u6307\u6807\u7684\u6307\u6570\u589e\u957f\u6216\u8005\u6307\u6570\u4e0b\u964d\uff1f\u5982\u679c\u6070\u597d\u662f\u5728\u76f8\u53d8\u9644\u8fd1\u751f\u6210\u7684\u8bdd\uff0c\u751a\u81f3\u4e8e\u5c31\u662f\u76f8\u53d8\u6e29\u5ea6\uff0c\u90a3\u4f1a\u4e0d\u4f1a\u51fa\u73b0\u76f4\u7ebf\uff1f\u751a\u81f3\u4e8e\u4f1a\u4e0d\u4f1a\u5728\u67d0\u4e9b\u7279\u5b9a\u7684\u6761\u4ef6\u7684\u65f6\u5019\u6709power law\u51fa\u6765\uff1f\u800c\u8fd9\u79cd\u53d8\u5316\u4e5f\u8bb8\u5c31\u662fwhy deep\u4e2d\u90a3\u4e2adeep\u7684\u65b9\u5411\uff01\u6cbf\u7740\u8fd9\u6837\u7684\u65b9\u5411\u53bb\u505afeature learning\u624d\u662f\u6700\u6709\u4ef7\u503c\u7684\uff01\u90a3\u8fd9\u548c\u7269\u7406\u7684\u5173\u7cfb\u5462\uff1f\u662f\u4e0d\u662f\u4eceUR\uff08ultraviolet radiation\uff09\u5230\u7ea2\u5916\u7ebf\uff08infrared ray\uff09\uff1f\u6216\u8005\u5982\u679c\u4ece\u91cf\u5b50\u4fe1\u606f\u7684\u89d2\u5ea6\u6765\u7406\u89e3\uff0c\u4e5f\u8bb8\u4f1a\u6709\u66f4\u6df1\u523b\u7684\u5185\u6db5\uff1f\u611f\u8c22\u4ed6\u5728\u7814\u8bfb\u8425\u7ed3\u675f\u540e\u7684\u4e00\u4e2a\u5468\u516d\u4e0a\u5348\u4ed6\u4e13\u95e8\u5230\u6211\u4eec\u7814\u7a76\u6240\u4e0e\u6211\u548c\u5f20\u6f58<span style=\"font-size: 14px; line-height: 28px;\">\u8ba8\u8bba<\/span>\uff08\u5176\u5b9e\u4e3b\u8981\u662f\u548c\u5f20\u6f58\uff0c\u6211\u662f\u65c1\u542c\uff01\uff09\uff0c\u4e5f\u8bb8\u6211\u4eec\u53ef\u4ee5\u5f97\u5230\u6709\u610f\u601d\u7684\u7ed3\u679c\uff0c\u5e0c\u671b\u6700\u540e\u53ef\u4ee5\u6574\u7406\u6210paper\u548c\u6240\u6709\u4eba\u89c1\u9762\uff08\u7ee7\u7eed\u671f\u5f85ing\uff09\uff01<\/p>\n<section class=\"Powered-by-XIUMI V5\"  style=\"line-height: 25.6000003814697px; white-space: normal; box-sizing: border-box;\">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section class=\"\" style=\"font-size: 14px; box-sizing: border-box;\">\n<section label=\"Copyright \u00a9 2015 playhudong All Rights Reserved.\" donone=\"shifuMouseDownStyle(&#39;shifu_t_027&#39;)\" style=\"margin: 50px auto 16px; line-height: 25.6000003814697px; border: none; text-align: center;\">\n<section class=\"color\" style=\"border-top-style: solid; border-top-width: 2px; border-color: rgb(255, 169, 33);\">\n<section style=\"margin-top: -17px;\">\n<section style=\"display: inline-block; background-color: rgb(255, 255, 255);\">\n<section class=\"color\" style=\"border-left-style: solid; border-left-width: 1px; border-color: rgb(255, 169, 33); border-right-style: solid; border-right-width: 1px; width: 7px; transform: rotate(8deg); -webkit-transform: rotate(8deg); height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section class=\"color\" style=\"border-right-style: solid; border-right-width: 1px; border-color: rgb(255, 169, 33); transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section style=\"padding-right: 10px; padding-left: 10px; font-size: 18px; height: 28px; line-height: 28px; display: inline-block;\">\n<p><strong><span style=\"font-size: 16px;\">\u6700\u540e\u7684\u6700\u540e<\/span><\/strong><\/p>\n<\/section>\n<section class=\"color\" style=\"border-left-style: solid; border-left-width: 1px; border-color: rgb(255, 169, 33); border-right-style: solid; border-right-width: 1px; transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section class=\"color\" style=\"border-right-style: solid; border-right-width: 1px; border-color: rgb(255, 169, 33); transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\"  style=\"line-height: 25.6000003814697px; white-space: normal; box-sizing: border-box;\">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section class=\"\" style=\"font-size: 14px; box-sizing: border-box;\">\n<p style=\"margin-bottom: 15px; box-sizing: border-box; line-height: 2em;\">\u4e00\u76f4\u89c9\u5f97\u6700perfect\u7684\u4e00\u4e2a\u77ed\u8bed\u662f\uff1aTime&nbsp;files! \u8f6c\u773c\u95f4\u3002\u7814\u8bfb\u8425\u5df2\u7ecf\u7ed3\u675f\u4e86\u5f88\u4e45\uff0c\u6211\u4eec\u4e5f\u56de\u5230\u4e86\u7814\u7a76\u6240\u5b8c\u6210\u4e4b\u524d\u6b63\u5728\u8fdb\u5c55\u4e2d\u7684project\uff08\u5176\u4e2d\u6709\u4e00\u4e2a\u5e94\u8be5\u5f88\u5feb\u5c31\u548c\u5927\u5bb6\u89c1\u9762\u4e86\uff01\uff09\uff0c\u8fd8\u8fdb\u884c\u4e86skype\u8ba8\u8bba\u3002\u5306\u5fd9\uff0c\u4e5f\u5145\u5b9e\u2026\u2026<strong style=\"box-sizing: border-box;\">\u4f46\u662f\u6211\u4f9d\u7136\u65e0\u6cd5\u5fd8\u8bb0\uff08\u6211\u5e94\u8be5\u6c38\u8fdc\u90fd\u4e0d\u4f1a\u5fd8\u8bb0\uff09\u90a3\u6837\u76845\u4e2a\u767d\u5929\uff0c\u5341\u51e0\u4e2a\u5e74\u8f7b\u4eba\u4e92\u76f8\u5b66\u4e60\u5171\u540c\u8ba8\u8bba\u70ed\u60c5\u53c2\u4e0e\u79ef\u6781\u878d\u5408\uff1b\u90a3\u6837\u76845\u4e2a\u665a\u4e0a\uff0c\u6211\u8c03\u52a8\u4e86prehistorical powers\u6765\u4e00\u8fb9\u770b\u6587\u732e\u4e00\u8fb9\u505a\u5b9e\u9a8c<\/strong>\uff08\u4e0d\u662f\u8fd8\u5b8c\u6210\u4e86\u51e0\u4e2a\u5f88\u6709\u610f\u601d\u7684\u7ed3\u679c\u6765\u7740\uff1f\uff01\uff09\uff0c\u8fd8\u7a7f\u63d2\u7740\u548c\u5404\u79cd\u4eba\uff08\u4ec0\u4e48\u4fef\u5367\u6491\u3001\u82d1\u660e\u7406\u3001\u5ae3\u7136\u4e00\u62e8\u4e00\u62e8\u7684\uff09\u7ebf\u4e0a\u8ba8\u8bba\uff1b\u5728\u90a3\u6837\u7684\u4e00\u4e9b\u4e2d\u5348\uff0c\u6211\u4eec\u90fd\u4e0d\u7761\u89c9\u5728\u67e5\u8d44\u6599\u603b\u7ed3\u7ed3\u679c\uff1b\u4ee5\u53ca\u5728\u90a3\u6837\u7684\u4e00\u4e2a\u5b89\u9759\u5348\u540e\uff0c\u6211\u548c\u5ae3\u7136\u8fd8\u6709\u4fef\u5367\u6491\u5728\u6cbf\u9014\u8fb9\u804a\u5929\u8fb9\u5403\u51b0\u7cd6\u846b\u82a6\u8fb9\u7545\u60f3\u672a\u6765\u8fb9\u601d\u8003\u8fc7\u53bb\uff08\u540c\u65f6\u5e72\u4e86\u597d\u591a\u4e8b\uff01\uff01\uff09<\/p>\n<p style=\"margin-bottom: 15px; box-sizing: border-box; line-height: 2em;\"><span style=\"text-align: center; line-height: 2em;\">\u5728\u90a3\u6837\u7684\u4e00\u4e2a\u5b89\u9759\u7684\u5348\u540e\uff0c\u7559\u4e0b\u4e86\u6211\u548c\u5ae3\u7136\u6cbf\u7740\u53e4\u9547\u5c0f\u9053\u7684\u5408\u5f71\u3002Hope for wonderful cooperations!!\uff08\u4e00\u5b9a\u8981\u662f\u590d\u6570\uff0c\u56e0\u4e3a\u6211\u4eec\u53ef\u4ee5\u5408\u4f5c\u5230\u5f88\u4e45\u5f88\u4e45\u4ee5\u540e\uff01\uff01 \u6b64\u5904\u5e94\u8be5\u6709@<\/span><strong style=\"text-align: center; line-height: 2em;\">&nbsp;\u7a0b\u5e8f\u5a9b\u5c0fS<\/strong><span style=\"text-align: center; line-height: 2em;\">\uff09<\/span><\/p>\n<p style=\"margin-bottom: 15px; box-sizing: border-box; line-height: 2em;\"><span style=\"text-align: center; line-height: 2em;\"><img    style=\"line-height: 25.6000003814697px; text-align: center; white-space: normal;\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534234052.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\"  style=\"line-height: 25.6000003814697px; white-space: normal; box-sizing: border-box;\">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section class=\"\" style=\"font-size: 14px; box-sizing: border-box;\">\n<p style=\"margin-bottom: 15px; box-sizing: border-box; line-height: 2em;\">\u8bb0\u5f97\u5c0f\u65f6\u5019\uff08\u771f\u7684\u662f\u5f88\u5c0f\u5f88\u5c0f\u7684\u65f6\u5019\uff09\uff0c\u7238\u7238\u5c31\u9f13\u52b1\u6211<strong style=\"box-sizing: border-box;\">\u201c\u8bfb\u90a3\u4e2a\u65f6\u95f4\u6700\u597d\u7684\u4e66\uff0c\u548c\u5468\u56f4\u6700\u4f18\u79c0\u7684\u4eba\u5bf9\u8bdd\uff0c\u53bb\u770b\u80fd\u8d70\u5230\u7684\u6700\u7f8e\u7684\u98ce\u666f\u201d<\/strong>\uff0c\u6211\u77e5\u9053\uff0c\u90a3\u662f\u4e00\u4e2a\u7236\u4eb2\u5bf9\u5973\u513f\u7684\u671f\u5f85\u3002\u4e00\u8def\u8d70\u6765\uff0c\u4ece\u5c0f\u5b66\u5230\u672c\u79d1\u5230\u535a\u58eb\u6bd5\u4e1a\uff0c\u5bbd\u677e\u4e2d\u4e0d\u5931\u539a\u671b\u7684\u73af\u5883\u517b\u6210\u4e86\u6211\u4eca\u5929\u5404\u79cd\u6df7\u5408\u4f53\u7684\u6027\u683c\u3002<\/p>\n<p style=\"margin-bottom: 15px; box-sizing: border-box; line-height: 2em;\">\u65e0\u8bba\u5728\u4ec0\u4e48\u6837\u7684\u56e2\u961f\uff0c\u548c\u4ec0\u4e48\u6837\u7684\u4eba\u5171\u4e8b\uff0c\u505a\u4ec0\u4e48\u65b9\u5411\u7684\u5de5\u4f5c\uff0c\u4ece\u5f00\u59cb\u5230\u73b0\u5728\uff0c\u6211\u4e00\u76f4\u90fd\u662f\u90a3\u4e2a\u4f1a\u770b\u5230\u597d\u7ed3\u679c\u5c31\u5174\u594b\u3001\u770b\u5230\u597d\u7684\u5de5\u4f5c\u5c31\u70ed\u60c5\u3001\u81ea\u5df1\u5f97\u5230\u597d\u7ed3\u679c\u65e0\u8bba\u51e0\u70b9\u90fd\u4f1a\u6b22\u547c\u3001\u4e00\u4e2a\u5c0f\u5c0f\u7684\u8fdb\u5c55\u90fd\u4f1a\u8ba9\u6211\u5f00\u6000\u7684\u90a3\u4e2a\u4eba\u3002\u6240\u4ee5\uff0c\u6211\u77e5\u9053\uff0c\u7814\u8bfb\u8425\u867d\u7136\u7ed3\u675f\u4e86\uff0c\u4f46\u662f\u540e\u7eed\u7684\u5de5\u4f5c\u8fdc\u8fdc\u6ca1\u6709\uff0c\u6211\u548c\u5927\u5bb6\u7684\u5408\u4f5c\u8fdc\u8fdc\u6ca1\u6709\uff0c\u6211\u548c\u597d\u670b\u53cb\u4e4b\u95f4\u7684\u53cb\u8c0a\u8fdc\u8fdc\u6ca1\u6709\u2026\u2026\u5e0c\u671b\u6211\u4eec\u90fd\u80fd\u50cfHopfield\u8001\u5148\u751f\u4e00\u6837\uff0c\u5e74\u8fc780\u4f9d\u7136\u53ef\u4ee5\u4ee5\u552f\u4e00\u4f5c\u8005\u7684\u8eab\u4efd\u5728top journal\u4e0a\u53d1\u8868\u6587\u7ae0\uff0c\u90fd\u53ef\u4ee5\u5173\u6ce8\u884c\u4e1a\u5185\u6700\u96be\u7684\u95ee\u9898\uff0c<strong>\u5bf9\u79d1\u5b66\u4f9d\u7136\u5145\u6ee1\u70ed\u60c5\uff0c\u5bf9\u68a6\u60f3\u4fdd\u6301\u5fe0\u8bda\uff0c\u5bf9\u660e\u5929\u6ee1\u6000\u671f\u5f85\uff01<\/strong>\u7814\u8bfb\u8425\u4e4b\u540e\uff0c\u6211\u77e5\u9053\uff0c\u6bd4\u6211\u60f3\u8c61\u4e2d\u7684\u591a\u5f88\u591a\u7684\u4eba\u4e0e\u6211\u4e00\u8d77\u540c\u884c\u5728\u8fd9\u6761\u8def\u4e0a\uff01<\/p>\n<p style=\"margin-bottom: 15px; box-sizing: border-box; line-height: 2em;\"><img      src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534234052.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/p>\n<section label=\"Copyright \u00a9 2015 playhudong All Rights Reserved.\" donone=\"shifuMouseDownStyle(&#39;shifu_t_027&#39;)\" style=\"margin: 50px auto 16px; white-space: normal; line-height: 25.6000003814697px; border: none; text-align: center;\">\n<section class=\"color\" style=\"border-top-style: solid; border-top-width: 2px; border-color: rgb(255, 169, 33);\">\n<section style=\"margin-top: -17px;\">\n<section style=\"display: inline-block; background-color: rgb(255, 255, 255);\">\n<section class=\"color\" style=\"border-left-style: solid; border-left-width: 1px; border-color: rgb(255, 169, 33); border-right-style: solid; border-right-width: 1px; width: 7px; transform: rotate(8deg); -webkit-transform: rotate(8deg); height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section class=\"color\" style=\"border-right-style: solid; border-right-width: 1px; border-color: rgb(255, 169, 33); transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section style=\"padding-right: 10px; padding-left: 10px; font-size: 18px; height: 28px; line-height: 28px; display: inline-block;\">\n<p><span style=\"font-size: 16px; line-height: 38.4000015258789px; white-space: pre-wrap;\">\u63a8\u8350\u9605\u8bfb<\/span><\/p>\n<\/section>\n<section class=\"color\" style=\"border-left-style: solid; border-left-width: 1px; border-color: rgb(255, 169, 33); border-right-style: solid; border-right-width: 1px; transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<section class=\"color\" style=\"border-right-style: solid; border-right-width: 1px; border-color: rgb(255, 169, 33); transform: rotate(8deg); -webkit-transform: rotate(8deg); width: 7px; height: 28px; vertical-align: middle; display: inline-block;\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"font-size: 1em; line-height: normal; white-space: normal; text-align: center; margin-bottom: 10px;\"><span style=\"font-size: 14px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247484332&amp;idx=1&amp;sn=59e00ee5ac19bc4bb8c1acb16508a350&amp;chksm=e8945921dfe3d03743b5483f257b0ee5c3b8573761774e6764b53ff2b6c1f2ab93746b34a42b&amp;scene=21#wechat_redirect\" target=\"_blank\" data_ue_src=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247484332&amp;idx=1&amp;sn=59e00ee5ac19bc4bb8c1acb16508a350&amp;chksm=e8945921dfe3d03743b5483f257b0ee5c3b8573761774e6764b53ff2b6c1f2ab93746b34a42b&amp;scene=21#wechat_redirect\">\u7edf\u4e00\u4e4b\u8def\uff1a\u91cf\u5b50\u7ea0\u7f20\u3001\u65f6\u7a7a\u51e0\u4f55\u4e0e\u673a\u5668\u5b66\u4e60<\/a><\/span><\/p>\n<p style=\"font-size: 1em; line-height: normal; white-space: normal; text-align: center; margin-bottom: 10px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485034&amp;idx=1&amp;sn=7ff4a07027799203288ced47af6653f2&amp;chksm=e8945ce7dfe3d5f1cf956222206bc44268777bd2a60ca3d188d574e9d8bf74341b7259e664d8&amp;scene=21#wechat_redirect\" target=\"_blank\" data_ue_src=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485034&amp;idx=1&amp;sn=7ff4a07027799203288ced47af6653f2&amp;chksm=e8945ce7dfe3d5f1cf956222206bc44268777bd2a60ca3d188d574e9d8bf74341b7259e664d8&amp;scene=21#wechat_redirect\" style=\"font-size: 14px;\">\u6211\u7684\u80a9\u4e0a\u662f\u98ce\uff0c\u98ce\u4e0a\u662f\u95ea\u70c1\u7684\u661f\u7fa4<\/a><\/p>\n<p style=\"font-size: 1em; line-height: normal; white-space: normal; text-align: center; margin-bottom: 10px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247484306&amp;idx=1&amp;sn=ebec103d6baaf5af89936168a60293b2&amp;chksm=e894591fdfe3d009048b0369fd5d8484f771291dafe1aa988e7ebba038116d659264ac6e0899&amp;scene=21#wechat_redirect\" target=\"_blank\" data_ue_src=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247484306&amp;idx=1&amp;sn=ebec103d6baaf5af89936168a60293b2&amp;chksm=e894591fdfe3d009048b0369fd5d8484f771291dafe1aa988e7ebba038116d659264ac6e0899&amp;scene=21#wechat_redirect\">\u5982\u4f55\u638c\u63e1\u5b87\u5b99\uff1f<\/a><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section label=\"Copyright \u00a9 2015 playhudong All Rights Reserved.\" donone=\"shifuMouseDownPayStyle(&#39;shifu_pay_003&#39;)\" style=\"margin: 1em auto; line-height: 25.6000003814697px; white-space: normal; border: none;\">\n<section style=\"padding-top: 1em; padding-bottom: 1em; line-height: 1.5;\">\n<p style=\"font-size: 19px; text-align: center; color: rgb(71, 193, 168); max-width: 100%; min-height: 1em; line-height: 23.2727px; box-sizing: border-box !important; overflow-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><strong style=\"line-height: 23.2727px; color: rgb(255, 76, 65); font-size: 14px;\"><span style=\"font-size: 16px; max-width: 100%; box-sizing: border-box !important; overflow-wrap: break-word !important;\">\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/p>\n<p style=\"margin-bottom: 15px; font-size: 19px; text-align: center; color: rgb(71, 193, 168); max-width: 100%; min-height: 1em; line-height: 1.75em; box-sizing: border-box !important; overflow-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><span style=\"font-size: 14px;\"><span style=\"max-width: 100%; color: rgb(62, 62, 62);\">\u82f1\u6587\u540d\uff1a Swarm Agents Club \uff0c<\/span><span style=\"max-width: 100%; color: rgb(89, 89, 89); line-height: 1.75em; box-sizing: border-box !important; overflow-wrap: break-word !important;\">\u7b80\u79f0\u201c SA Club<\/span><span style=\"max-width: 100%; color: rgb(62, 62, 62);\">&nbsp;\u201d\uff0c\u6210\u7acb\u4e8e 2008 \u5e74 \uff0c \u662f\u4e00\u4e2a\u4ece\u4e8b\u5b66\u672f\u7814\u7a76\u3001\u4eab\u53d7\u79d1\u5b66\u4e50\u8da3\u7684\u63a2\u7d22\u8005\u7684\u56e2\u4f53 \u3002\u5021\u5bfc\u4ee5\u5e73\u7b49\u5f00\u653e\u7684\u6001\u5ea6\u3001\u79d1\u5b66\u5b9e\u8bc1\u7684\u7cbe\u795e\uff0c\u8fdb\u884c\u8de8\u5b66\u79d1\u7684\u7814\u7a76\u4e0e\u4ea4\u6d41\uff0c\u529b\u56fe\u642d\u5efa\u4e00\u4e2a\u4e2d\u56fd\u7684&nbsp;<strong>\u201c \u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240 \u201d\u3002<\/strong><\/span><\/span><\/p>\n<p style=\"margin-bottom: 15px; font-size: 14px; line-height: 25.6000003814697px; text-align: center; color: rgb(62, 62, 62); background-color: rgb(255, 255, 255);\"><span style=\"color: rgb(255, 76, 65);\">\u96c6\u667a\u4ff1\u4e50\u90e8\u7684\u53e3\u53f7\uff1a<\/span><\/p>\n<p style=\"margin-bottom: 15px; font-size: 14px; line-height: 25.6000003814697px; text-align: center; color: rgb(62, 62, 62); background-color: rgb(255, 255, 255);\">\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01\uff01\uff01<\/p>\n<p style=\"margin-bottom: 15px; font-size: 14px; line-height: 25.6000003814697px; text-align: center; color: rgb(62, 62, 62); background-color: rgb(255, 255, 255);\"><span style=\"color: rgb(255, 76, 65);\">\u96c6\u667a\u4ff1\u4e50\u90e8\u7684\u4f7f\u547d\uff08\u5373\u76ee\u6807\uff09\uff1a<\/span><\/p>\n<p style=\"margin-bottom: 15px; font-size: 14px; line-height: 25.6000003814697px; text-align: center; color: rgb(62, 62, 62); background-color: rgb(255, 255, 255);\">\u8425\u9020\u81ea\u7531\u4ea4\u6d41\u5b66\u672f\u601d\u60f3\u7684\u5c0f\u751f\u5883\uff0c<\/p>\n<p style=\"margin-bottom: 15px; font-size: 14px; line-height: 25.6000003814697px; text-align: center; color: rgb(62, 62, 62); background-color: rgb(255, 255, 255);\">&nbsp;\u5b55\u80b2\u5f00\u521b\u6027\u7684\u79d1\u5b66\u53d1\u73b0\u3002<\/p>\n<p style=\"font-size: 19px; text-align: center; font-family: \u5fae\u8f6f\u96c5\u9ed1; color: rgb(71, 193, 168); max-width: 100%; min-height: 1em; line-height: 23.2727px; box-sizing: border-box !important; overflow-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><img class=\"__bg_gif\"     width=\"auto\" style=\"margin-right: auto; margin-left: auto; line-height: 23.2727px; display: block; box-sizing: border-box !important; overflow-wrap: break-word !important; visibility: visible !important; width: auto !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534234053.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"font-size: 19px; text-align: center; font-family: \u5fae\u8f6f\u96c5\u9ed1; color: rgb(71, 193, 168); max-width: 100%; min-height: 1em; line-height: 23.2727px; box-sizing: border-box !important; overflow-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><span style=\"max-width: 100%; color: rgb(0, 0, 0); line-height: 21.12px; font-size: 14px; box-sizing: border-box !important; overflow-wrap: break-word !important;\">\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01<\/span><\/p>\n<section style=\"font-size: 14px; text-align: center; color: rgb(71, 193, 168); max-width: 100%; line-height: 20px; box-sizing: border-box !important; overflow-wrap: break-word !important; background-color: rgb(255, 255, 255);\">\n<section style=\"margin: 10px auto; padding: 10px; max-width: 100%; width: 180px; border: 2px dashed rgb(132, 132, 132); box-sizing: border-box !important; overflow-wrap: break-word !important;\"><img      width=\"auto\" style=\"box-sizing: border-box !important; overflow-wrap: break-word !important; visibility: visible !important; width: auto !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534234053.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/section>\n<\/section>\n<p style=\"font-size: 14px; text-align: center; font-family: \u5fae\u8f6f\u96c5\u9ed1; 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