{"id":9549,"date":"2016-08-21T01:00:00","date_gmt":"2016-08-20T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/%swarma-paper%\/"},"modified":"2018-12-12T00:14:13","modified_gmt":"2018-12-11T16:14:13","slug":"nlp-%e9%9b%86%e6%99%ba%e5%90%ac%e8%af%be%e7%ac%94%e8%ae%b0-%e4%bb%8e%e6%84%9f%e7%9f%a5%e6%9c%ba%e5%88%b0%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=9549","title":{"rendered":"NLP \u96c6\u667a\u542c\u8bfe\u7b14\u8bb0&#8212;-\u4ece\u611f\u77e5\u673a\u5230\u6df1\u5ea6\u5b66\u4e60"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<section style=\"box-sizing: border-box; background-color: rgb(255, 255, 255);\">\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"text-align: center; box-sizing: border-box;\">\n<p><strong style=\"box-sizing: border-box;\">\uff08 tips: \u4ece Hopfield \u6a21\u578b\u8bf4\u8d77\u7edf\u8ba1\u7269\u7406\u4e0e\u6df1\u5ea6\u5b66\u4e60\u7684\u5173\u7cfb\uff09<\/strong><\/p>\n<p style=\"text-align: right;\"><strong style=\"box-sizing: border-box;\"><\/strong><\/p>\n<p style=\"text-align: right;\"><strong style=\"line-height: 1.6;\">&#8212;-\u7504\u6167\u73b2<\/strong><span style=\"line-height: 1.6;\"> \u7406\u8bba\u7269\u7406\u6240<\/span><\/p>\n<\/section>\n<section style=\"box-sizing: border-box;\">&nbsp;<\/section>\n<section style=\"box-sizing: border-box;\">\u63d0\u5230\u6df1\u5ea6\u5b66\u4e60\u548c\u7edf\u8ba1\u7269\u7406\u7684\u5173\u7cfb\uff0c \u7b2c\u4e00\u4e2a\u8981\u8bf4\u7684\u6a21\u578b\u5c31\u662f Hopfield \u6a21\u578b\u3002 \u672c\u6b21\u7b14\u8bb0\u7684\u5185\u5bb9\u5c31\u5c06\u4ece Hopfield \u6a21\u578b\u8bf4\u8d77\u3002 \u63a5\u4e0b\u6765\uff0c \u6211\u7b80\u5355\u7684\u4ece\u3001\u7edf\u8ba1\u7269\u7406\u57fa\u672c\u6a21\u578b\u3001 Hopfield \u6a21\u578b\u4e2d\u7684\u6d88\u606f\u4f20\u9012\u7b97\u6cd5\u4e09\u4e2a\u65b9\u9762\u8bf4\u660e\u3002<\/section>\n<section style=\"box-sizing: border-box;\"><br style=\"box-sizing: border-box;\"  \/><\/section>\n<section style=\"box-sizing: border-box;\"><br style=\"box-sizing: border-box;\"  \/><strong style=\"box-sizing: border-box;\"><span style=\"font-size: 24px; box-sizing: border-box;\">1. Hopfield \u7f51\u7edc\u7684\u63d0\u51fa\u5386\u53f2<\/span><\/strong><\/section>\n<section style=\"box-sizing: border-box;\">&nbsp;<\/section>\n<section style=\"box-sizing: border-box;\">Hopfield \u5728 1982 \u5e74\u53d1\u5728 PNAS \u4e0a\u7684\u6587\u7ae0\u300a Neural networks and physical systems with emergent collective computational abilities\u300b \u4e2d\u63d0\u51fa\u4e86\u53ef\u505a\u8054\u60f3\u5b58\u50a8\u5668\u7684\u4e92\u8054\u7f51\u7edc\uff0c \u4e5f\u5c31\u662fHopfield \u6a21\u578b\uff0c \u5f53\u7136\uff0c\u8fd9\u4e2a\u6a21\u578b\u662f\u4e00\u4e2a\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\uff0c \u6709\u8f93\u5165\u3001 \u8f93\u51fa\u548c\u53cd\u9988\u8fde\u63a5\u3002 \u5f53\u7136\uff0c\u8fd9\u4e2a\u6a21\u578b\u5206\u8fde\u7eed\u578b\u548c\u79bb\u6563\u578b\u4e24\u79cd\uff0c \u4f46\u662f\u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d\u4ed6\u6784\u9020\u7684\u662f\u4e00\u4e2a\u53ea\u53d6 0 \u548c 1 \u7684\u4e8c\u503c\u7f51\u7edc\uff0c \u8fd9\u91cc\uff0c 0 \u548c 1 \u5206\u522b\u8868\u793a\u201c\u6291\u5236\u201d\u548c\u201c\u6fc0\u6d3b\u201d\u4e24\u79cd\u72b6\u6001\u3002 Hopfield \u6a21\u578b\u7684\u7ed3\u6784\u5c55\u793a\u5728\u56fe1\u5728\u4e2d\u3002<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 0.5em; margin-bottom: 0.5em; padding-left: 0.5em; padding-right: 0.5em;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; width: 100%; box-shadow: rgb(102, 102, 102) 0.2em 0.2em 0.5em; border-color: white; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534234443.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\"><br style=\"box-sizing: border-box;\"  \/><\/section>\n<section style=\"box-sizing: border-box;\">\u5728\u8fd9\u91cc\uff0c \u7a0d\u7a0d\u8bf4\u660e\u4e00\u4e0b Hopfield \u6a21\u578b\u7684\u5de5\u4f5c\u6d41\u7a0b\uff1a \u7531\u4e8e\u53cd\u9988\u7684\u4f5c\u7528\u4f7f\u5f97\u8f93\u51fa\u7aef\u6709\u53cd\u9988\u5230\u5176\u8f93\u5165\u7aef\uff0c \u6240\u4ee5\uff0c Hopfield \u7f51\u7edc\u5728\u8f93\u5165\u7684\u6fc0\u52b1\u4e0b\uff0c\u4f1a\u4ea7\u751f\u4e0d\u65ad\u7684\u72b6\u6001\u53d8\u5316\u3002\u5f53\u6709\u8f93\u5165\u4e4b\u540e\uff0c\u53ef\u4ee5\u6c42\u53d6\u51fa Hopfield \u7f51\u7edc\u7684\u8f93\u51fa\uff0c\u8fd9\u4e2a\u8f93\u51fa\u53cd\u9988\u5230\u8f93\u5165\u4ece\u800c\u4ea7\u751f\u65b0\u7684\u8f93\u51fa\uff0c\u8fd9\u4e2a\u53cd\u9988\u8fc7\u7a0b\u4e00\u76f4\u8fdb\u884c\u4e0b\u53bb\u3002\u5982\u679c\u7f51\u7edc\u662f\u4e00\u4e2a\u80fd\u6536\u655b\u7684\u7a33\u5b9a\u7f51\u7edc\uff0c\u5219\u8fd9\u4e2a\u53cd\u9988\u4e0e\u8fed\u4ee3\u7684\u8ba1\u7b97\u8fc7\u7a0b\u6240\u4ea7\u751f\u7684\u53d8\u5316\u8d8a\u6765\u8d8a\u5c0f\uff0c\u4e00\u65e6\u5230\u8fbe\u4e86\u7a33\u5b9a\u5e73\u8861\u72b6\u6001\uff1b\u90a3\u4e48 Hopfield \u7f51\u7edc\u5c31\u4f1a\u8f93\u51fa\u4e00\u4e2a\u7a33\u5b9a\u7684\u6052\u503c\u3002\u5bf9\u4e8e\u4e00\u4e2a Hopfield \u7f51\u7edc\u6765\u8bf4\uff0c\u5173\u952e\u662f\u5728\u4e8e\u786e\u5b9a\u5b83\u5728\u7a33\u5b9a\u6761\u4ef6\u4e0b\u7684\u6743\u7cfb\u6570\u3002<br style=\"box-sizing: border-box;\"  \/><br style=\"box-sizing: border-box;\"  \/><\/section>\n<section style=\"box-sizing: border-box;\">\u800c\u540e\uff0c \u4ece 1984 \u5230 1987 \u51e0\u5e74\u95f4 Hopfield \u53ca\u5176\u5408\u4f5c\u8005\u8fde\u7eed\u5728\u51e0\u7bc7\u53d1\u8868\u5728 PNAS \u4e0a\u7684\u6587\u7ae0\u201cNeurons with graded response have collective computational properties like those of two-stateneurons\u201d(PNAS,81,3088-3092)\u3001 \u201cNeural computation by concentrating information in time\u201d(PNAS,84, 1896-1900)\u548c\u201cLearning algorithms and probability distributions in feed-forward and feedback networks\u201d(PNAS, 84, 8429-8433)\u4e2d\u8ba8\u8bba\u4e86 Hopfield \u7f51\u7edc\u7684\u5b66\u4e60\u7b97\u6cd5\u3002 \u4e8b\u5b9e\u4e0a\uff0c \u8fd9\u51e0\u7bc7\u6587\u7ae0\u53ea\u6709\u6700\u540e\u4e00\u7bc7\u63d0\u5230\u4e86 Ising \u6a21\u578b\uff0c \u4ed6\u8ba4\u4e3a\u201cIts connection to the physics of a coupled set of two-level units in equilibrium with a thermal bath (like a magnetic system of Ising spins with arbitrary exchange) led it to be termed a Boltzmann network\u201d\u3002 \u4f46\u662f\uff0c\u6240\u6709\u7684\u6587\u7ae0\uff0c\u901a\u7bc7\u5168\u90fd\u4ece\u80fd\u91cf\u51fd\u6570\u7684\u89d2\u5ea6\u6765\u63d0\u51fa update rules\u2026\u2026 \u66f4\u91cd\u8981\u7684\u662f\uff0c\u4ece architecture \u7684\u89d2\u5ea6\u6765\u770b\uff0c Hopfield \u7f51\u7edc\u5c31\u662f Ising \u6a21\u578b\u554a\u2026\u2026<\/section>\n<section style=\"box-sizing: border-box;\">&nbsp;<\/section>\n<section style=\"box-sizing: border-box;\"><br style=\"box-sizing: border-box;\"  \/><\/section>\n<section style=\"box-sizing: border-box;\"><strong style=\"box-sizing: border-box;\"><span style=\"font-size: 24px; box-sizing: border-box;\">2. Ising \u6a21\u578b<\/span><\/strong><\/section>\n<section>&nbsp;<\/section>\n<p>\u4e8b\u5b9e\u4e0a\uff0c \u7f51\u4e0a\u5173\u4e8e Ising \u6a21\u578b\u7684 materials \u5f88\u591a\uff0c\u4f8b\u5982\uff0c<\/p>\n<p>\u7ef4\u57fa\u767e\u79d1\uff1a<\/p>\n<\/section>\n<\/section>\n<blockquote>\n<section>\n<p>https:\/\/en.wikipedia.org\/wiki\/Ising_model\u3002<\/p>\n<\/section>\n<\/blockquote>\n<p><span style=\"line-height: 1.6;\">\u96c6\u667a\u767e\u79d1 \uff1a<\/span><\/p>\n<section>\n<section>\n<blockquote>\n<section>http:\/\/wiki.swarma.net\/index.php\/ISING%E6%A8%A1%E5%9E%8B#ISING.E6.A8.A1.E5.9E.8B.E7.AE.80.E4.BB.8B\u3002<\/section>\n<\/blockquote>\n<p><br  \/><\/p>\n<p>\u4e3a\u66f4\u6e05\u695a\u7684\u548c\u540e\u9762\u7684\u5185\u5bb9\u8854\u63a5\uff0c \u6211\u53ea\u7b80\u5355\u7684\u8bf4\u660e\u5173\u4e8e Ising \u6a21\u578b\u6700\u91cd\u8981\u7684\u90e8\u5206\u3002<\/p>\n<section>\u7b80\u5355\u7684\u8bf4\uff0c \u4e00\u7ef4 Ising \u6a21\u578b\u5c31\u662f M \u4e2a\u81ea\u65cb\u6392\u6210\u4e00\u6392\uff0c\u6bcf\u4e2a\u81ea\u65cb\u4e0e\u5176\u5de6\u53f3\u4e24\u4e2a\u6700\u8fd1\u90bb\u7684\u81ea\u65cb\u4e4b\u95f4\u6709\u76f8\u4e92\u4f5c\u7528\u3002 \u800c\u4e8c\u7ef4 Ising \u6a21\u578b\u5c31\u662f\u7531 N \u4e2a\u76f8\u540c\u7684\u81ea\u65cb\u6392\uff0c\u6bcf\u4e2a\u81ea\u65cb\u4e0d\u4f46\u4e0e\u5176\u5de6\u53f3\u4e24\u4e2a\u6700\u8fd1\u90bb\u7684\u81ea\u65cb\u76f8\u4e92\u4f5c\u7528\uff0c\u800c\u4e14\u4e0e\u524d\u540e\u76f8\u90bb\u7684\u81ea\u65cb\u6392\u4e2d\u4e24\u4e2a\u6700\u8fd1\u90bb\u7684\u81ea\u65cb\u76f8\u4e92\u4f5c\u7528\uff0c \u6784\u6210\u4e86 \u4e00\u4e2a\u4e8c\u7ef4\u7684\u81ea\u65cb\u9635\u5217\u3002\u4e09\u7ef4 Ising \u6a21\u578b\u5c31\u662f\u6709 L \u4e2a\u76f8\u540c\u7684\u4e8c\u7ef4\u81ea\u65cb\u9635\u5217\uff0c\u6bcf\u4e2a\u81ea\u65cb\u4e0e\u5176\u5de6\u53f3\u3001\u524d\u540e\u3001\u4e0a\u4e0b\u516d\u4e2a\u6700\u8fd1\u90bb\u7684\u81ea\u65cb\u76f8\u4e92\u4f5c\u7528\u3002\u4e0d\u96be\u53d1\u73b0\uff0c\u968f\u7740\u7ef4\u5ea6\u7684\u589e\u52a0\uff0c\u6bcf\u4e2a\u81ea\u65cb\u7684\u6700\u8fd1\u90bb\u81ea\u65cb\u6811\u6728\u589e\u52a0\uff0c\u4e0e\u5468\u56f4\u81ea\u65cb\u7684\u76f8\u4e92\u4f5c\u7528\u4e5f\u5728\u589e\u5f3a\u3002 \u56e0\u6b64\uff0c\u622a\u6b62\u5230\u76ee\u524d\u4e3a\u6b62\uff0c \u53ea\u6709\u4e00\u7ef4\u548c\u4e8c\u7ef4\u7684 Ising\u6a21\u578b\u6709\u7cbe\u786e\u89e3\u3002\u8fd9\u91cc\u6240\u8bf4\u7684\u81ea\u65cb\u5728\u7a7a\u95f4\u6709\u4e24\u4e2a\u91cf\u5316\u65b9\u5411\uff0c\u5373\u5411\u4e0a\u548c\u5411\u4e0b\u3002<br style=\"box-sizing: border-box;\"  \/><br style=\"box-sizing: border-box;\"  \/><\/section>\n<\/section>\n<\/section>\n<section>\u8003\u8651\u4e0b\u9762\u7684\u6676\u683c\u7ed3\u6784\uff1a<\/section>\n<blockquote>\n<section>\n<section><\/section>\n<\/section>\n<\/blockquote>\n<blockquote>\n<section>\n<section><\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 0.5em; margin-bottom: 0.5em; padding-left: 0.5em; padding-right: 0.5em;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; width: 100%; box-shadow: rgb(102, 102, 102) 0.2em 0.2em 0.5em; border-color: white; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534234443.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\"><br style=\"box-sizing: border-box;\"  \/><\/section>\n<section style=\"box-sizing: border-box;\">\u7528si\u6765\u4ee3\u8868\u6bcf\u4e2a\u8282\u70b9\u7684\u72b6\u6001\uff0c \u5f88\u663e\u7136\uff0csi\u7684\u53d6\u503c\u53ea\u6709+1 \u548c-1 \u4e24\u79cd\uff0c \u65b9\u5411\u5411\u4e0a\u8bbe\u4e3a+1\u3002\u8fd9\u4e2a\u6a21\u578b\u7684\u80fd\u91cf\u51fd\u6570\u662f<span style=\"line-height: 1.6; box-sizing: border-box;\">&nbsp;<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 0.5em; margin-bottom: 0.5em; padding-left: 0.5em; padding-right: 0.5em;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; width: 100%; box-shadow: rgb(102, 102, 102) 0.2em 0.2em 0.5em; border-color: white; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534234443.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\"><br style=\"box-sizing: border-box;\"  \/><\/section>\n<section style=\"box-sizing: border-box;\">\u8fd9\u91cc\uff0c J \u662f\u80fd\u91cf\u8026\u5408\u5e38\u6570\uff0c H \u53ef\u4ee5\u7406\u89e3\u4e3a\u6bcf\u4e2a\u81ea\u65cb\u4e0a\u7684\u5916\u573a\u5f3a\u5ea6\uff08 <span style=\"text-decoration: underline;\">\u4e8b\u5b9e\u4e0a\uff0c\u5982\u679c\u719f\u6089Boltzmann Machine \u6216\u8005 Hopfield \u6a21\u578b\u7684\u8bdd\uff0c\u5c31\u5df2\u7ecf\u53ef\u4ee5\u770b\u51fa\uff0c\u4e8c\u7ef4 Ising \u6a21\u578b\u4e0e\u8fd9\u4e24\u4e2a\u6a21\u578b\u7684\u5173\u7cfb\u3002 \u56e0\u6b64\uff0c \u6211\u975e\u5e38\u540c\u610f\u7f51\u9875\u4e0a\u9762\u7684\u4e00\u4e2a\u8bf4\u6cd5\uff1a\u5c06\u5c0f\u78c1\u9488\u6bd4\u55bb\u6210\u795e\u7ecf\u5143\u7ec6\u80de\uff0c\u5411\u4e0a\u5411\u4e0b\u7684\u72b6\u6001\u6bd4\u55bb\u6210\u795e\u7ecf\u5143\u7684\u6fc0\u6d3b\u4e0e\u6291\u5236\uff0c\u5c0f\u78c1\u9488\u7684\u76f8\u4e92\u4f5c\u7528\u6bd4\u55bb\u6210\u795e\u7ecf\u5143\u4e4b\u95f4\u7684\u4fe1\u53f7\u4f20\u5bfc\uff0c\u90a3\u4e48\uff0cIsing \u6a21\u578b\u7684\u53d8\u79cd\u8fd8\u53ef\u4ee5\u7528\u6765\u5efa\u6a21\u795e\u7ecf\u7f51\u7edc\u7cfb\u7edf\uff0c\u4ece\u800c\u642d\u5efa\u53ef\u9002\u5e94\u73af\u5883\u3001\u4e0d\u65ad\u5b66\u4e60\u7684\u673a\u5668\uff1b \u4f8b\u5982\uff1a Hopfield \u7f51\u7edc\u3001 Boltzmann \u673a\u53ca\u5176\u5404\u79cd variants<\/span>\uff09\u3002 \u800c\u5728\u7cfb\u7edf\u8fbe\u5230\u5e73\u8861\u65f6\uff0c \u5176\u5fae\u89c2\u6784\u578b\u662f{si}\u7684\u6982\u7387\u4e3a\uff1a<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 0.5em; margin-bottom: 0.5em; padding-left: 0.5em; padding-right: 0.5em;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; width: 100%; box-shadow: rgb(102, 102, 102) 0.2em 0.2em 0.5em; border-color: white; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534234443.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">&nbsp;<\/section>\n<section style=\"box-sizing: border-box;\">\u8fd9\u91cc\uff0c Z \u662f\u914d\u5206\u51fd\u6570\uff0c \u4e5f\u6709\u4eba\u79f0\u4e4b\u4e3a\u5f52\u4e00\u5316\u56e0\u5b50\uff0c \u5176\u8868\u8fbe\u5f0f\u662f\uff1a<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 0.5em; margin-bottom: 0.5em; padding-left: 0.5em; padding-right: 0.5em;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; width: 100%; box-shadow: rgb(102, 102, 102) 0.2em 0.2em 0.5em; border-color: white; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534234443.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">&nbsp;<\/section>\n<section style=\"box-sizing: border-box;\">\u9700\u8981\u591a\u8bf4\u4e00\u53e5\u7684\u662f\uff0c\u4ece\u7edf\u8ba1\u7269\u7406\u7684\u89d2\u5ea6\u6765\u89e3\u51b3\u6df1\u5ea6\u5b66\u4e60\u95ee\u9898\uff0c\u5f88\u591a\u65f6\u5019\u90fd\u4f1a\u78b0\u5230\u5173\u4e8e\u914d\u5206\u51fd<br style=\"box-sizing: border-box;\"  \/>\u6570\u7684\u8ba1\u7b97\uff0c \u800c\u7528\u4e0d\u540c\u7684\u7edf\u8ba1\u7269\u7406\u7406\u8bba\u6240\u5f97\u5230\u7684 Z \u5f80\u5f80\u4e0d\u540c\uff0c \u5173\u4e8e\u4e0d\u540c\u7684\u65b9\u5f0f\u7684\u7ed3\u679c\u7684\u6bd4\u8f83\uff0c\u63a8\u8350\u4e24\u7bc7\u6587\u732e\uff1a<\/section>\n<section style=\"box-sizing: border-box;\"><br style=\"box-sizing: border-box;\"  \/>(1) The Ising Model for Neural Data: Model Quality and Approximate Methods for<br style=\"box-sizing: border-box;\"  \/>Extracting Functional Connectivity, Yasser Roud, Joanna Tyrcha &amp; John Hertz\uff0c\u300a Quantitative Biology\u300b , 2009, 79(5):711-715.<\/section>\n<section style=\"box-sizing: border-box;\"><br style=\"box-sizing: border-box;\"  \/>(2) Mean-field message-passing equations in the Hopfield model and its generalizations, Marc Mezard, 2016.<\/section>\n<section style=\"box-sizing: border-box;\"><br style=\"box-sizing: border-box;\"  \/><span style=\"text-decoration: underline;\">\u6ce8\uff1a \u4ece\u6587\u732e(2)\u4e2d\u53ef\u4ee5\u770b\u5230\uff0c\u5728\u89e3\u51b3 inverse Ising problem \u8fd9\u4e2a\u95ee\u9898\u4e0a\uff0c Thouless-Anderson&nbsp;Palmer \u81ea\u7531\u80fd\u7684\u6570\u503c\u6a21\u62df\u7ed3\u679c\u4f18\u4e8e na\u00efve mean-field \u548c Belief Propagation \u8fd9\u4e24\u79cd\u65b9\u6cd5\uff0c\u800c\u6587\u732e(1)\u4e2d\u8bf4\u7684\u662f\uff0c Sessak-Monasson (SM) Approximation \u548c SM \u4e0e TAP \u7684 hybrid \u65b9\u6cd5\u5747\u4f18\u4e8e\u666e\u901a\u7684 TAP \u81ea\u7531\u80fd\u3002 \u6240\u8c13\u7684 inverse Ising\uff0c\u5c31\u662f\u5728\u77e5\u9053 si\u7684\u4e00\u9636\u77e9\u548c\u4e8c\u9636\u77e9\u7684\u524d\u63d0\u4e0b\uff0c \u6765\u5f97\u5230H \u548c J\u3002 \u5f53\u7136\uff0c\u80fd\u91cf E\u4e5f\u53ef\u4ee5\u662f\u8fd9\u6837\u7684\u7ed3\u6784\uff1a<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 0.5em; margin-bottom: 0.5em; padding-left: 0.5em; padding-right: 0.5em;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; width: 100%; box-shadow: rgb(102, 102, 102) 0.2em 0.2em 0.5em; border-color: white; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534234443-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\"><br style=\"box-sizing: border-box;\"  \/><\/section>\n<section style=\"box-sizing: border-box;\">\u56e0\u6b64\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u8fd9\u6837\u7684\u4e00\u4e2a\u6a21\u578b\u4e0a\u5b9a\u4e49\u5f88\u591a\u7269\u7406\u91cf\uff1a \u4f8b\u5982\uff1a \u7cfb\u7efc\u7684\u5e73\u5747\u78c1\u77e9\uff1a<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 0.5em; margin-bottom: 0.5em; padding-left: 0.5em; padding-right: 0.5em;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; width: 100%; box-shadow: rgb(102, 102, 102) 0.2em 0.2em 0.5em; border-color: white; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534234443.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">\u5176\u4e2d\uff0c<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 0.5em; margin-bottom: 0.5em; padding-left: 0.5em; padding-right: 0.5em;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; width: 100%; box-shadow: rgb(102, 102, 102) 0.2em 0.2em 0.5em; border-color: white; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534234443-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">\u3002<\/section>\n<section style=\"box-sizing: border-box;\">\u56e0\u6b64\uff0c\u6bcf\u4e2a\u8282\u70b9\u7684\u5e73\u5747\u78c1\u77e9\u662f\uff1a<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 10px; margin-bottom: 10px;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534234443-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">\u3002<\/section>\n<section style=\"box-sizing: border-box;\">\u7cfb\u7efc\u7684\u5e73\u5747\u80fd\u91cf\u5219\u53ef\u8868\u793a\u4e3a\uff1a&nbsp;&nbsp;&nbsp;&nbsp;<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 10px; margin-bottom: 10px;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534234443.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">\u3002<\/section>\n<section style=\"box-sizing: border-box;\">\u8282\u70b9\u95f4\u7684\u5173\u8054\u5f3a\u5ea6\u662f\uff1a<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 10px; margin-bottom: 10px;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534234444.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">\u3002<\/section>\n<section style=\"box-sizing: border-box;\">&nbsp;<\/section>\n<section style=\"box-sizing: border-box;\">\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u9664\u4e86 Ising \u6a21\u578b\u5916\uff0c \u6bcf\u4e2a\u8282\u70b9\u53d6 q \u4e2a\u503c\u7684 Potts Model \u4e5f\u503c\u5f97\u5173\u6ce8\uff0c\u5173\u4e8e\u8fd9\u4e2a\u6a21\u578b\u7684\u57fa\u672c\u8d44\u6599\u53ef\u4ee5\u53c2\u8003\u7ef4\u57fa\u767e\u79d1\uff1a https:\/\/en.wikipedia.org\/wiki\/Potts_model \u53ca\u5176\u4e2d\u63a8\u8350\u7684\u7ecf\u5178\u6587\u732e\uff0c \u8fd9\u6b21\u5c31\u4e0d\u8d58\u8ff0\u3002 \u800c\u9664\u4e86 Boltzmann Machine \u53ca\u5176\u5404\u79cd variants \u4ee5\u5916\uff0c Neural Autoregressive Distribution Estimator \u4e5f\u548c\u7edf\u8ba1\u7269\u7406\u5bc6\u5207\u76f8\u5173\uff1a \u9644\u4e0a\u8fd9\u4e2a\u6a21\u578b\u7684\u7ed3\u6784\u4f1a\u770b\u7684\u66f4<br style=\"box-sizing: border-box;\"  \/>\u6e05\u695a\uff08\u56fe 3 \u6240\u793a\uff09\u3002 \u4f9d\u7136\u63a8\u8350\u9605\u8bfb\u6587\u732e\uff1a<\/section>\n<section style=\"box-sizing: border-box;\"><br style=\"box-sizing: border-box;\"  \/>\uff08 1\uff09 The Neural Autoregressive Distribution Estimator \uff08\u6a21\u578b\u7684\u6784\u9020\u6587\u732e\uff09\uff0c Hugo Larochelle &amp; Iain Murray\uff0c 2011<\/section>\n<section style=\"box-sizing: border-box;\"><br style=\"box-sizing: border-box;\"  \/>\uff08 2\uff09 Iterative Neural Autoregressive Distribution Estimator (NADE-k)\uff0c Tapani Raiko Li Yao, KyungHyun Cho &amp; Yoshua Bengio (NADE-k)<\/section>\n<section style=\"box-sizing: border-box;\"><br style=\"box-sizing: border-box;\"  \/>\uff08 3\uff09 Neural Autoregressive Distribution Estimation, Benigno Uria, Marc-Alexandre Cote, Karol Gregor, Iain Murray &amp; Hugo Larochelle, JMLR\uff0c 2016<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 0.5em; margin-bottom: 0.5em; padding-left: 0.5em; padding-right: 0.5em;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; width: 100%; box-shadow: rgb(102, 102, 102) 0.2em 0.2em 0.5em; border-color: white; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534234444.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<p style=\"box-sizing: border-box;\">&nbsp;<\/p>\n<p style=\"box-sizing: border-box;\"><br  \/><\/p>\n<section style=\"box-sizing: border-box;\"><span style=\"font-size: 24px;\"><strong>3. Hopfiled \u7f51\u7edc\u4e0e\u7edf\u8ba1\u7269\u7406<\/strong><\/span><br style=\"box-sizing: border-box;\"  \/><\/section>\n<p style=\"box-sizing: border-box;\"><br  \/><\/p>\n<p style=\"box-sizing: border-box;\">\u4e8b\u5b9e\u4e0a\uff0c Hopfield \u7f51\u7edc\u4f9d\u7136\u53ef\u4ee5\u770b\u6210\u662f\u80fd\u91cf\u51fd\u6570\u4e3a E \u7684 energy-based model\uff0c \u8fd9\u91cc\uff0c E \u7684\u8868\u8fbe\u5f0f\u4e3a\uff1a<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 0.5em; margin-bottom: 0.5em; padding-left: 0.5em; padding-right: 0.5em;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; width: 100%; box-shadow: rgb(102, 102, 102) 0.2em 0.2em 0.5em; border-color: white; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534234444.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">&nbsp;<\/section>\n<section style=\"box-sizing: border-box;\">\u5176\u4e2d\uff0c Jij&nbsp;\u662f\u8026\u5408\u53c2\u6570\uff0c \u5176\u8868\u8fbe\u5f0f\u4e3a\uff1a<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 0.5em; margin-bottom: 0.5em; padding-left: 0.5em; padding-right: 0.5em;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; width: 100%; box-shadow: rgb(102, 102, 102) 0.2em 0.2em 0.5em; border-color: white; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534234444.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">&nbsp;<\/section>\n<section style=\"box-sizing: border-box;\">\u6bcf\u4e2a\u8282\u70b9\u81ea\u65cb\u7684\u6982\u7387\u5206\u5e03\u53ef\u4ee5\u8868\u793a\u4e3a\uff1a<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 10px; margin-bottom: 10px;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534234444-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">&nbsp;<\/section>\n<section style=\"box-sizing: border-box;\">\u5176\u4e2d\uff0c Z \u4f9d\u7136\u662f\u914d\u5206\u51fd\u6570\uff0c \u53ef\u4ee5\u8868\u793a\u4e3a\uff1a<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 0.5em; margin-bottom: 0.5em; padding-left: 0.5em; padding-right: 0.5em;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; width: 100%; box-shadow: rgb(102, 102, 102) 0.2em 0.2em 0.5em; border-color: white; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534234444.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">&nbsp;<\/section>\n<section style=\"box-sizing: border-box;\">\u5982\u679c\u7528 belief propagation \u6216\u8005\u8bf4\u7528 message passing \u7684\u65b9\u6cd5\u6765\u7814\u7a76 Hopfield \u7f51\u7edc\u7684\u8bdd\uff0c\u901a\u5e38\u4f1a\u5c06 Hopfield \u7f51\u7edc\u8f6c\u6362\u6210 factor graph\uff08 <span style=\"text-decoration: underline;\">\u6240\u8c13 factor graph\uff0c\u53ef\u4ee5\u7406\u89e3\u6210\u4e4b\u524d\u7684\u8282\u70b9\u4f9d\u7136\u662f\u8282\u70b9\uff0c\u4f46\u662f\u4e4b\u524d\u7684\u5173\u7cfb\u53d8\u6210\u4e86\u5173\u7cfb\u8282\u70b9\uff0c\u8fd9\u6837\uff0c \u5728\u4e4b\u524d\u7684\u7f51\u7edc\u4e2d\u4e0d\u540c\u7684\u8282\u70b9\u4e4b\u95f4\u7684\u6d88\u606f\u4f20\u9012\u8fc7\u7a0b\uff0c\u53ef\u4ee5\u770b\u6210\u8282\u70b9\u53d8\u91cf\u548c\u56e0\u7d20\u53d8\u91cf\u4e4b\u95f4\u7684\u6d88\u606f\u4f20\u9012\u8fc7\u7a0b<\/span>\uff09\uff0c \u5982\u56fe 4 \u6240\u793a\u3002<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 0.5em; margin-bottom: 0.5em; padding-left: 0.5em; padding-right: 0.5em;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; width: 100%; box-shadow: rgb(102, 102, 102) 0.2em 0.2em 0.5em; border-color: white; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534234444.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">&nbsp;<\/section>\n<section style=\"box-sizing: border-box;\">\u7ed9\u51fa\u56e0\u7d20\u56fe\u4ee5\u540e\uff0c\u5c31\u53ef\u4ee5\u5229\u7528\u4e0d\u540c\u7684\u7edf\u8ba1\u7269\u7406\u65b9\u6cd5\u6765\u7ed9\u51fa\u8fed\u4ee3\u516c\u5f0f\u3002 \u4f8b\u5982\uff0c\u5982\u679c\u5229\u7528<br style=\"box-sizing: border-box;\"  \/>belief propagation\uff0c\u5219\u6709\uff1a<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 10px; margin-bottom: 10px;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534234444.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">&nbsp;<\/section>\n<section style=\"box-sizing: border-box;\">\u5982\u679c\u5229\u7528 TAP \u6765\u8ba1\u7b97\uff0c\u8fed\u4ee3\u516c\u5f0f\u53d8\u6210\u4e86\uff1a<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 0.5em; margin-bottom: 0.5em; padding-left: 0.5em; padding-right: 0.5em;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; width: 100%; box-shadow: rgb(102, 102, 102) 0.2em 0.2em 0.5em; border-color: white; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534234444-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">&nbsp;<\/section>\n<section style=\"box-sizing: border-box;\">\u5176\u4e2d\uff0c<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 0.5em; margin-bottom: 0.5em; padding-left: 0.5em; padding-right: 0.5em;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; width: 100%; box-shadow: rgb(102, 102, 102) 0.2em 0.2em 0.5em; border-color: white; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534234445.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">&nbsp;<\/section>\n<section style=\"box-sizing: border-box;\">\u5982\u679c\u5229\u7528 SM \u6765\u8ba1\u7b97\uff0c \u5219\u6709\uff1a<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 0.5em; margin-bottom: 0.5em; padding-left: 0.5em; padding-right: 0.5em;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; width: 100%; box-shadow: rgb(102, 102, 102) 0.2em 0.2em 0.5em; border-color: white; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534234445.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">&nbsp;<\/section>\n<section style=\"box-sizing: border-box;\">\u5176\u4e2d\uff0c<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 0.5em; margin-bottom: 0.5em; padding-left: 0.5em; padding-right: 0.5em;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; width: 100%; box-shadow: rgb(102, 102, 102) 0.2em 0.2em 0.5em; border-color: white; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534234445.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 0.5em; margin-bottom: 0.5em; padding-left: 0.5em; padding-right: 0.5em;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; width: 100%; box-shadow: rgb(102, 102, 102) 0.2em 0.2em 0.5em; border-color: white; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534234445.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">&nbsp;<span style=\"line-height: 1.6; box-sizing: border-box;\">&nbsp;<\/span><\/section>\n<section style=\"box-sizing: border-box;\">\u800c\u65e0\u8bba\u662f\u7528\u90a3\u79cd\u65b9\u5f0f\u6765\u8ba1\u7b97\u914d\u5206\u51fd\u6570\uff0c\u90fd\u662f\u8981\u7ed9\u51fa\u4e00\u7ec4\u8fed\u4ee3\u5173\u7cfb\uff0c\u8fed\u4ee3\u6536\u655b\u65f6\uff0c\u5219\u53ef\u5f97\u5230\u6211\u4eec\u6240\u9700\u8981\u7684\u914d\u5206\u51fd\u6570\u53ca\u8026\u5408\u53c2\u6570\u7684\u4fe1\u606f \uff08\u8fd9\u91cc\u9ed8\u8ba4\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u91c7\u6837\u77e5\u9053\u8282\u70b9\u7684\u4e00\u9636\u77e9\u548c\u4e8c\u9636\u77e9\u7b49\u4fe1\u606f\uff09\u3002 \u901a\u8fc7\u5bf9\u6bd4\u8bd5\u9a8c\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u51fa\u4e0d\u540c\u7684\u8ba1\u7b97\u65b9\u5f0f\u7ed3\u679c\u4e0d\u540c\u3002 \u5177\u4f53\u5bf9\u6bd4\u7ed3\u679c\u5982\u56fe 5 \u6240\u793a\u3002<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"   box-sizing: border-box; \" >\n<section class=\"\" style=\" text-align: center; margin-top: 0.5em; margin-bottom: 0.5em; padding-left: 0.5em; padding-right: 0.5em;  box-sizing: border-box; \"><img style=\"box-sizing: border-box; width: 100%; box-shadow: rgb(102, 102, 102) 0.2em 0.2em 0.5em; border-color: white; vertical-align: middle;\"  class=\"\"    src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534234445.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<section class=\"Powered-by-XIUMI V5\" style=\"box-sizing: border-box;\" >\n<section class=\"\" style=\"   box-sizing: border-box; \">\n<section class=\"\" style=\"box-sizing: border-box;\">\n<section style=\"box-sizing: border-box;\">&nbsp;<\/section>\n<section style=\"box-sizing: border-box;\">\u66f4\u91cd\u8981\u7684\u662f\uff0c\u76f8\u4f3c\u7684\u601d\u60f3\u6211\u4eec\u53ca\u5176\u56fd\u9645\u4e0a\u5176\u4ed6\u7528\u7edf\u8ba1\u7269\u7406\u7814\u7a76\u6df1\u5ea6\u5b66\u4e60\u7684\u7814\u7a76\u7ec4\u90fd\u7528\u5728\u4e86 RBM \u53ca\u5176\u4e0d\u540c\u7684\u53d8\u5f62\u7684\u6a21\u578b\u8bad\u7ec3\u3001 compressed sensing\u3001 encoding-decoding \u6a21\u578b\u7684\u76f8\u5173\u7814\u7a76\u4e2d\uff0c \u76f8\u5f53\u591a\u7684\u60c5\u51b5\u4e0b\u90fd\u53d6\u5f97\u4e86\u4e0d\u9519\u7684\u6548\u679c\u3002<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"line-height: 25.6px;\"><br  \/><\/p>\n<p style=\"font-size: 19px; line-height: 23.2727px; color: rgb(71, 193, 168); text-align: justify; max-width: 100%; min-height: 1em; box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><img    width=\"22px\"  style=\"margin-right: auto; margin-left: auto; display: block; width: auto; box-sizing: border-box !important; word-wrap: break-word !important; visibility: visible !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534234445.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"text-align: center; font-size: 24px; line-height: 23.2727px; color: rgb(71, 193, 168); max-width: 100%; min-height: 1em; box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><span style=\"max-width: 100%; color: rgb(0, 0, 0); font-size: 14px; line-height: 21.12px; box-sizing: border-box !important; word-wrap: break-word !important;\">\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01\uff01\uff01<\/span><\/p>\n<p style=\"text-align: center; font-size: 14px; line-height: 1.4; color: rgb(71, 193, 168); max-width: 100%; min-height: 1em; box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><strong><span style=\"max-width: 100%; color: rgb(0, 0, 0); line-height: 1.4; box-sizing: border-box !important; word-wrap: break-word !important;\"><\/span><\/strong><\/p>\n<hr style=\"line-height: 25.6px; white-space: normal; background-color: rgb(255, 255, 255);\"  \/>\n<p style=\"text-align: center; font-size: 14px; line-height: 1.4; color: rgb(71, 193, 168); max-width: 100%; min-height: 1em; box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><strong><span style=\"max-width: 100%; color: rgb(0, 0, 0); line-height: 1.4; box-sizing: border-box !important; word-wrap: break-word !important;\"><\/span><\/strong><br  \/><\/p>\n<p style=\"text-align: center; font-size: 14px; line-height: 1.4; color: rgb(71, 193, 168); max-width: 100%; min-height: 1em; box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><strong><span style=\"max-width: 100%; color: rgb(0, 0, 0); line-height: 1.4; box-sizing: border-box !important; word-wrap: break-word !important;\">\u96c6\u667a\u8457\u4f5c\uff1a\u300a\u8d70\u8fd12050\uff1a\u6ce8\u610f\u529b\u3001\u4e92\u8054\u7f51\u4e0e\u4eba\u5de5\u667a\u80fd\u300b<\/span><\/strong><\/p>\n<p style=\"text-align: center; font-size: 14px; line-height: 1.4; color: rgb(71, 193, 168); max-width: 100%; min-height: 1em; box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><strong style=\"line-height: 1.4;\"><span style=\"max-width: 100%; color: rgb(0, 0, 0); line-height: 1.4; box-sizing: border-box !important; word-wrap: break-word !important;\"><img      src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534234445.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/strong><br  \/><\/p>\n<p style=\"white-space: normal; line-height: 25.6px; text-align: center; background-color: rgb(255, 255, 255);\">\u25bc<\/p>\n<\/p>\n<section label=\"Copyright \u00a9 2015 playhudong All Rights Reserved.\" style=\"margin: 15px auto; white-space: normal; width: 286px; text-align: center; color: rgb(62, 62, 62); overflow: hidden; font-size: 12px; max-width: 100%; box-sizing: border-box !important; background-color: rgb(255, 255, 255);\"><span style=\"margin: 10px auto; width: auto; clear: both; vertical-align: middle; display: block; max-width: 100%; box-sizing: border-box !important;\"><\/p>\n<section style=\"margin-right: auto; margin-bottom: 10px; margin-left: auto; width: 143px; float: left; display: inline-block; max-width: 100%; box-sizing: border-box !important;\"><img      src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534234445.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/section>\n<section style=\"margin-top: 20px; width: 143px; float: right; display: inline-block; max-width: 100%; box-sizing: border-box !important;\"><img     width=\"75\" style=\"margin-right: auto; margin-bottom: 18px; margin-left: auto; display: block; width: 75px !important; visibility: visible !important; box-sizing: border-box !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534234445.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"color: rgb(255, 0, 0);\">\u2190<\/span>\u8bc6\u522b\u4e8c\u7ef4\u7801\u8d2d\u4e70~<\/section>\n<p><\/span><\/section>\n<\/p>\n<p style=\"line-height: 28.4444px; background-color: rgb(255, 255, 255);\"><span style=\"font-size: 14px; line-height: 24px;\">\u968f\u7740\u4eba\u5de5\u667a\u80fd\u7a0b\u5e8fAlphaGo\u4ee54:1\u7684\u5927\u6bd4\u5206\u6218\u80dc\u4eba\u7c7b\u56f4\u68cb\u4e16\u754c\u51a0\u519b\u674e\u4e16\u77f3\uff0c\u673a\u5668\u5c06\u5f81\u670d\u4eba\u7c7b\u7684\u62c5\u5fe7\u6b63\u5728\u751a\u56a3\u5c18\u4e0a\u3002\u300a\u8d70\u8fd12050\uff1a\u6ce8\u610f\u529b\u3001\u4e92\u8054\u7f51\u4e0e\u4eba\u5de5\u667a\u80fd\u300b\u5219\u4e3a\u6211\u4eec\u63cf\u7ed8\u4e86\u4e00\u5e45\u4eba\u673a\u548c\u8c10\u5171\u751f\u3001\u534f\u540c\u6f14\u5316\u7684\u5168\u65b0\u573a\u666f\u3002\u5728\u770b\u5f97\u89c1\u7684\u672a\u6765\uff0c\u4eba\u7c7b\u5c06\u8d8a\u6765\u8d8a\u591a\u5730\u6c89\u6d78\u4e8e\u4e94\u82b1\u516b\u95e8\u7684\u865a\u62df\u4e16\u754c\u4ee5\u83b7\u53d6\u5404\u5f0f\u4f53\u9a8c\uff0c\u4e0e\u6b64\u540c\u65f6\uff0c\u6211\u4eec\u5c06\u5fc3\u7518\u60c5\u613f\u5730\u5c06\u81ea\u5df1\u7684\u6ce8\u610f\u529b\u6e90\u6e90\u4e0d\u65ad\u5730\u8f93\u5165\u7ed9\u673a\u5668\u4e16\u754c\u4ee5\u4fc3\u4f7f\u5b83\u4eec\u8fdb\u5316\u3002<\/span><br  \/><\/p>\n<p style=\"text-align: center; font-size: 14px; line-height: 1.4; color: rgb(71, 193, 168); max-width: 100%; min-height: 1em; box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><br  \/><\/p>\n<p style=\"font-size: 12px; line-height: 1.75em; background-color: rgb(255, 255, 255);\"><span style=\"color: rgb(0, 213, 255); font-size: 14px;\"><\/span><\/p>\n<p style=\"font-size: 14px; line-height: 1.75em; color: rgb(71, 193, 168); max-width: 100%; min-height: 1em; box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><span style=\"color: rgb(0, 0, 0); max-width: 100%; line-height: 24px; box-sizing: border-box !important; word-wrap: break-word !important;\">\u672c\u4e66\u4ece\u6ce8\u610f\u529b\u7684\u89d2\u5ea6\u89e3\u8bfb\u4e86\u5305\u62ec\u4e92\u8054\u7f51\u3001\u4eba\u5de5\u667a\u80fd\u3001\u4f17\u5305\u3001\u4eba\u7c7b\u8ba1\u7b97\u3001\u8ba1\u7b97\u673a\u6e38\u620f\u3001\u865a\u62df\u73b0\u5b9e\u5728\u5185\u7684\u6280\u672f\u9886\u57df\u53ca\u5176\u5bf9\u793e\u4f1a\u751f\u6d3b\u7684\u5f71\u54cd\uff0c\u8fd8\u521b\u9020\u6027\u5730\u63d0\u51fa\u4e86\u4e00\u7cfb\u5217\u5168\u65b0\u7684\u6982\u5ff5\uff1a\u5360\u610f\u7406\u8bba\u3001\u56fe\u7075\u673a-\u53c2\u4e0e\u8005\u6a21\u578b\u3001\u201c\u6e38\u620f\uff0b\u201d\u65f6\u4ee3\u3001\u610f\u672c\u5bb6\u3001\u81ea\u52a8\u6e38\u620f\u8bbe\u8ba1\u3001\u81ea\u52a8\u5316\u521b\u4e1a\u3001\u5360\u610f\u901a\u8d27\u3001\u8bb8\u613f\u6811\uff0c\u7b49\u7b49\u3002\u6240\u6709\u8fd9\u4e9b\u5c06\u4e3a\u6211\u4eec\u7406\u89e3\u6280\u672f\u4e0e\u4eba\u7c7b\u7684\u5173\u7cfb\u3001\u900f\u89c6\u4eba\u7c7b\u793e\u4f1a\u7684\u672a\u6765\u53d1\u5c55\u548c\u8d70\u5411\u63d0\u4f9b\u6df1\u523b\u7684\u6d1e\u5bdf\u3002<\/span><\/p>\n<p style=\"text-align: center; font-size: 14px; line-height: 1.4; color: rgb(71, 193, 168); max-width: 100%; min-height: 1em; box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><br  \/><\/p>\n<p style=\"text-align: center; font-size: 14px; line-height: 1.4; color: rgb(71, 193, 168); max-width: 100%; min-height: 1em; box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><img    width=\"548.094px\"  style=\"margin-right: auto; margin-left: auto; line-height: 23.2727px; text-align: justify; display: inline-block; box-sizing: border-box !important; word-wrap: break-word !important; width: 548.094px !important; visibility: visible !important; background-color: rgb(254, 255, 255);\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534234445-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"font-size: 19px; line-height: 23.2727px; color: rgb(71, 193, 168); text-align: justify; max-width: 100%; min-height: 1em; box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><br  \/><\/p>\n<p style=\"text-align: center; font-size: 24px; line-height: 23.2727px; color: rgb(71, 193, 168); max-width: 100%; min-height: 1em; box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><span style=\"max-width: 100%; color: rgb(0, 0, 0); font-size: 14px; line-height: 21.12px; box-sizing: border-box !important; word-wrap: break-word !important;\"><img loading=\"lazy\" width=\"228px\" height=\"347\"      style=\"color: rgb(71, 193, 168); font-size: 18.018px; line-height: 25.2252px; box-sizing: border-box !important; word-wrap: break-word !important; width: 228px !important; visibility: visible !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534234445.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/p>\n<\/p>\n<section style=\"white-space: normal; text-align: center; font-size: 14px; line-height: 20px; max-width: 100%; color: rgb(71, 193, 168); box-sizing: border-box !important; word-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; word-wrap: break-word !important;\"><img      src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534234445.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/section>\n<\/section>\n<p style=\"text-align: center; font-size: 19px; line-height: 23.2727px; max-width: 100%; min-height: 1em; color: rgb(71, 193, 168); box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><span style=\"max-width: 100%; font-size: 14px; color: rgb(0, 0, 0); box-sizing: border-box !important; word-wrap: break-word !important;\">\u957f\u6309\u8bc6\u522b\u4e8c\u7ef4\u7801\uff0c\u5173\u6ce8\u96c6\u667aClub\u5fae\u4fe1\uff0c<\/span><\/p>\n<p style=\"text-align: center; font-size: 19px; line-height: 23.2727px; max-width: 100%; min-height: 1em; color: rgb(71, 193, 168); box-sizing: border-box !important; word-wrap: break-word !important; background-color: rgb(255, 255, 255);\"><span style=\"max-width: 100%; font-size: 14px; color: rgb(0, 0, 0); box-sizing: border-box !important; word-wrap: break-word !important;\">\u8ba9\u6211\u4eec\u79bb\u79d1\u5b66\u63a2\u7d22\u66f4\u8fd1\u4e00\u6b65\u3002<\/span><\/p>\n<blockquote class='keep-source'>\n<p>\u59cb\u53d1\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7\uff1a                         \u96c6\u667a\u4ff1\u4e50\u90e8                      <\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\uff08 tips: \u4ece Hopfield \u6a21\u578b\u8bf4\u8d77\u7edf\u8ba1\u7269\u7406\u4e0e\u6df1\u5ea6\u5b66\u4e60\u7684\u5173\u7cfb\uff09 &#8212;-\u7504\u6167\u73b2 \u7406\u8bba\u7269\u7406\u6240 &nbsp; \u63d0\u5230\u6df1\u5ea6\u5b66\u4e60\u548c\u7edf\u8ba1\u7269\u7406\u7684\u5173\u7cfb\uff0c \u7b2c\u4e00\u4e2a\u8981\u8bf4\u7684\u6a21\u578b\u5c31\u662f Hopfield \u6a21\u578b\u3002 \u672c\u6b21\u7b14\u8bb0\u7684\u5185\u5bb9\u5c31\u5c06\u4ece Hopfield \u6a21\u578b\u8bf4\u8d77\u3002 \u63a5\u4e0b\u6765\uff0c \u6211\u7b80\u5355\u7684\u4ece\u3001\u7edf\u8ba1\u7269\u7406\u57fa\u672c\u6a21\u578b\u3001 H&#8230;<\/p>\n","protected":false},"author":1,"featured_media":9550,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[19],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/9549"}],"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=9549"}],"version-history":[{"count":1,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/9549\/revisions"}],"predecessor-version":[{"id":9584,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/9549\/revisions\/9584"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/9550"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=9549"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=9549"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=9549"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=9549"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}