{"id":46859,"date":"2023-12-01T17:32:45","date_gmt":"2023-12-01T09:32:45","guid":{"rendered":"https:\/\/swarma.org\/?p=46859"},"modified":"2023-12-01T17:32:45","modified_gmt":"2023-12-01T09:32:45","slug":"%e4%bf%a1%e6%81%af%e6%b5%8b%e5%ba%a6%ef%bc%9a%e4%bf%a1%e6%81%af%e8%ae%ba%e4%b8%8e%e7%b3%bb%e7%bb%9f%e9%97%ae%e9%a2%98%e7%9a%84%e4%ba%a4%e5%8f%89%e7%82%b9%ef%bd%9c%e5%91%a8%e6%97%a5%e7%9b%b4%e6%92%ad","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=46859","title":{"rendered":"\u4fe1\u606f\u6d4b\u5ea6\uff1a\u4fe1\u606f\u8bba\u4e0e\u7cfb\u7edf\u95ee\u9898\u7684\u4ea4\u53c9\u70b9\uff5c\u5468\u65e5\u76f4\u64ad\u00b7\u56e0\u679c\u6d8c\u73b0\u8bfb\u4e66\u4f1a\u7b2c\u56db\u5b63"},"content":{"rendered":"
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    2.2 \u591a\u53d8\u91cf\uff1a\u6761\u4ef6\u4e92\u4fe1\u606f\uff0cTotal correlation\uff0cInteraction Information<\/span><\/p>\n

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      3.1 \u8f6c\u79fb\u71b5<\/span><\/p>\n

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        4.1 \u63a8\u571f\u8ddd\u79bb<\/span><\/p>\n

        4.2 KL\u6563\u5ea6<\/span><\/section>\n


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        \u4fe1\u606f\u71b5 (Entropy)\uff0c\u5ea6\u91cf\u4fe1\u606f\u7684\u4e0d\u786e\u5b9a\u6027\u6216\u968f\u673a\u6027\u7684\u57fa\u672c\u6982\u5ff5\u3002<\/span><\/p>\n

        \u6761\u4ef6\u71b5 (Conditional Entropy)\uff0c\u5728\u5df2\u77e5\u67d0\u4e2a\u968f\u673a\u53d8\u91cf\u7684\u6761\u4ef6\u4e0b\uff0c\u53e6\u4e00\u4e2a\u968f\u673a\u53d8\u91cf\u7684\u4e0d\u786e\u5b9a\u6027\u5ea6\u91cf\u3002<\/span><\/p>\n

        \u8054\u5408\u71b5 (Joint Entropy)\uff0c\u4e24\u4e2a\u968f\u673a\u53d8\u91cf\u5171\u540c\u53d1\u751f\u65f6\u7684\u4fe1\u606f\u71b5\u3002<\/span><\/p>\n

        \u4e92\u4fe1\u606f (Mutual Information)\uff0c\u8861\u91cf\u4e24\u4e2a\u968f\u673a\u53d8\u91cf\u4e4b\u95f4\u7684\u76f8\u4e92\u4f9d\u8d56\u7a0b\u5ea6\u3002<\/span><\/p>\n

        \u6761\u4ef6\u4e92\u4fe1\u606f (Conditional Mutual Information)\uff0c\u5728\u67d0\u6761\u4ef6\u4e0b\uff0c\u4e24\u4e2a\u968f\u673a\u53d8\u91cf\u4e4b\u95f4\u7684\u4e92\u4fe1\u606f\u91cf\u3002<\/span><\/p>\n

        \u603b\u76f8\u5173\u6027\uff08Total Correlation)\uff0c\u591a\u4e2a\u53d8\u91cf\u95f4\u5171\u4eab\u7684\u4fe1\u606f\u91cf\uff0c\u8d85\u8d8a\u4e24\u53d8\u91cf\u95f4\u7684\u7b80\u5355\u5173\u7cfb\u3002<\/span><\/p>\n

        \u4ea4\u4e92\u4fe1\u606f\uff08Interaction Information)\uff0c\u591a\u4e2a\u53d8\u91cf\u95f4\u590d\u6742\u76f8\u4e92\u4f5c\u7528\u7684\u4fe1\u606f\u91cf\u5ea6\u91cf\u3002<\/span><\/p>\n

        \u8f6c\u79fb\u71b5 (Transfer Entropy)\uff0c\u91cf\u5316\u4e00\u4e2a\u7cfb\u7edf\u8fc7\u53bb\u7684\u72b6\u6001\u5bf9\u53e6\u4e00\u4e2a\u7cfb\u7edf\u672a\u6765\u72b6\u6001\u7684\u5f71\u54cd\u3002<\/span><\/p>\n

        \u63a8\u571f\u8ddd\u79bb (Earth Mover’s Distance)\uff0c\u4e00\u79cd\u8861\u91cf\u4e24\u4e2a\u6982\u7387\u5206\u5e03\u4e4b\u95f4\u5dee\u5f02\u7684\u65b9\u6cd5\u3002\u57fa\u4e8e\u5c06\u4e00\u4e2a\u5206\u5e03\u4e2d\u7684\u201c\u8d28\u91cf\u201d\u4ee5\u6700\u5c0f\u7684\u5de5\u4f5c\u91cf\u8f6c\u79fb\u5230\u53e6\u4e00\u4e2a\u5206\u5e03\u7684\u6982\u5ff5\u3002<\/span><\/p>\n

        KL\u6563\u5ea6 (Kullback\u2013Leibler Divergence)\uff0c\u4e00\u79cd\u5ea6\u91cf\u4e24\u4e2a\u6982\u7387\u5206\u5e03\u5dee\u5f02\u7684\u975e\u5bf9\u79f0\u65b9\u6cd5\u3002\u8861\u91cf\u4ece\u4e00\u4e2a\u5206\u5e03\uff08\u771f\u5b9e\u5206\u5e03\uff09\u5230\u53e6\u4e00\u4e2a\u5206\u5e03\uff08\u7406\u8bba\u6216\u6a21\u578b\u5206\u5e03\uff09\u7684\u4fe1\u606f\u635f\u5931\u3002<\/span><\/section>\n


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        \u5b66\u8005\u4e3b\u9875\uff1ahttps:\/\/pattern.swarma.org\/user\/74882<\/span><\/section>\n

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        \u5218\u51ef\u5a01<\/strong>\uff0c\u5317\u4eac\u5e08\u8303\u5927\u5b66\u7cfb\u7edf\u79d1\u5b66\u5b66\u9662\u7855\u58eb\u7814\u7a76\u751f\uff0c\u5e08\u4ece\u5f20\u6c5f\u8001\u5e08\u3002\u7814\u7a76\u9886\u57df\u6d89\u53ca\u751f\u5b58\u5206\u6790\u3001\u8d1d\u53f6\u65af\u7edf\u8ba1\u3001\u590d\u6742\u7f51\u7edc\u91cd\u6784\u3001\u56e0\u679c\u6d8c\u73b0\u7b49\u65b9\u5411\u3002<\/span><\/section>\n
        \u5b66\u8005\u4e3b\u9875\uff1ahttps:\/\/pattern.swarma.org\/user\/77240\/master<\/span><\/section>\n

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        \u6591\u56fe\u94fe\u63a5\uff1ahttps:\/\/pattern.swarma.org\/study_group_issue\/567<\/span><\/section>\n

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        \u626b\u7801\u53c2\u4e0e\u56e0\u679c\u6d8c\u73b0\u8bfb\u4e66\u4f1a\uff0c\u52a0\u5165\u7fa4\u804a\uff0c\u83b7\u53d6\u7cfb\u5217\u8bfb\u4e66\u4f1a\u56de\u770b\u6743\u9650\uff0c\u52a0\u5165\u56e0\u679c\u6d8c\u73b0\u793e\u533a\uff0c\u4e0e\u793e\u533a\u7684\u4e00\u7ebf\u79d1\u7814\u5de5\u4f5c\u8005\u6c9f\u901a\u4ea4\u6d41\uff0c\u5171\u540c\u63a8\u52a8\u56e0\u679c\u6d8c\u73b0\u8fd9\u4e00\u524d\u6cbf\u9886\u57df\u7684\u53d1\u5c55\u3002<\/span><\/section>\n


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        \u96c6\u667a\u4ff1\u4e50\u90e8\u8457.\u6df1\u5ea6\u5b66\u4e60\u539f\u7406\u4e0ePyTorch\u5b9e\u6218\uff08\u7b2c2\u7248\uff09.\u4eba\u6c11\u90ae\u7535\u51fa\u7248\u793e.2022:133.<\/span><\/section>\n
        Vicente R, Wibral M, Lindner M, et al. Transfer entropy\u2014a model-free measure of effective connectivity for the neurosciences[J]. Journal of computational neuroscience, 2011, 30(1): 45-67.<\/span><\/section>\n
        Barnett L, Barrett A B, Seth A K. Granger causality and transfer entropy are equivalent for Gaussian variables[J]. Physical review letters, 2009, 103(23): 238701.<\/span><\/section>\n
        Schreiber T. Measuring information transfer[J]. Physical review letters, 2000, 85(2): 461.<\/span><\/section>\n

        Seth A K. Measuring emergence via nonlinear Granger causality[C]\/\/alife. 2008, 2008: 545-552.<\/span><\/p>\n


        <\/section>\n

        <\/span><\/section>\n
        \n
        \n
        \n
        \n

        \u65b0\u4fe1\u606f\u8bba\uff1a\u4ece\u5206\u89e3\u5230\u6574\u5408<\/strong><\/p>\n

        \u56e0\u679c\u6d8c\u73b0\u8bfb\u4e66\u4f1a\u7b2c\u56db\u5b63\u62db\u52df\u4e2d<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


        <\/section>\n

        \u4ec0\u4e48\u662f\u610f\u8bc6\uff1f\u610f\u8bc6\u80fd\u5426\u5ea6\u91cf\uff1f\u673a\u5668\u80fd\u5426\u4ea7\u751f\u610f\u8bc6\uff1f\u5bf9\u4e8e\u610f\u8bc6\u95ee\u9898\uff0c\u4eba\u4eec\u53ef\u80fd\u5373\u5c06\u8fce\u6765\u4e00\u4e2a\u5927\u7684\u7a81\u7834\uff0c\u5404\u79cd\u6709\u5173\u610f\u8bc6\u7684\u7406\u8bba\u6b63\u5982\u96e8\u540e\u6625\u7b0b\u822c\u5c55\u73b0\u51fa\u52c3\u52c3\u751f\u673a\u3002\u5176\u4e2d\u795e\u7ecf\u79d1\u5b66\u5bb6 Giulio Tononi \u7684\u6574\u5408\u4fe1\u606f\u8bba\uff08IID\uff09\u88ab\u8ba4\u4e3a\u662f\u6700\u6709\u524d\u666f\u7684\u610f\u8bc6\u7406\u8bba\u4e4b\u4e00\u3002\u5982\u679c\u8bf4\u610f\u8bc6\u662f\u5927\u8111\u795e\u7ecf\u6d3b\u52a8\u7684\u4e00\u79cd\u6d8c\u73b0\u7ed3\u679c\uff0c\u90a3\u4e48\u523b\u753b\u6d8c\u73b0\u4fbf\u6210\u4e3a\u7406\u89e3\u610f\u8bc6\u8fc7\u7a0b\u4e2d\u4e00\u4e2a\u91cd\u8981\u73af\u8282\u3002\u56e0\u679c\u6d8c\u73b0\u7406\u8bba\u76ee\u524d\u53d1\u5c55\u51fa\u4e24\u4e2a\u6d3e\u522b\uff0c\u9664\u4e86 Erik Hoel \u7684\u6709\u6548\u4fe1\u606f\u56e0\u679c\u6d8c\u73b0\u6846\u67b6\uff0c\u8fd8\u6709\u4e00\u4e2a\u662f Rosas \u7684\u4fe1\u606f\u5206\u89e3\uff08PID\uff09\u6846\u67b6\uff0c\u6b64\u540e Rosas \u57fa\u4e8e\u6b64\u8fdb\u4e00\u6b65\u63d0\u51fa\u878d\u5408\u6574\u5408\u4fe1\u606f\u8bba\u7684\u4fe1\u606f\u5206\u89e3\u6846\u67b6 \u03a6ID\uff0c\u5c1d\u8bd5\u6784\u5efa\u65b0\u7684\u610f\u8bc6\u7406\u8bba\u3002<\/span><\/p>\n


        <\/span><\/p>\n

        \u4e00\u8fb9\u662f\u4fe1\u606f\u6574\u5408\uff08IIT\uff09\uff0c\u4e00\u8fb9\u662f\u4fe1\u606f\u5206\u89e3\uff08PID\uff09\uff0c\u770b\u4f3c\u5206\u88c2\uff0c\u5b9e\u9645\u4e0a\u90fd\u662f\u5bf9\u9999\u519c\u7ecf\u5178\u4fe1\u606f\u8bba\u7684\u8fdb\u4e00\u6b65\u53d1\u5c55\u3002\u56e0\u679c\u6d8c\u73b0\u8bfb\u4e66\u4f1a\u7b2c\u56db\u5b63\u300c\u65b0\u4fe1\u606f\u8bba\uff1a\u4ece\u5206\u89e3\u5230\u6574\u5408<\/a>\u300d\u7531\u5317\u4eac\u5e08\u8303\u5927\u5b66\u7cfb\u7edf\u79d1\u5b66\u5b66\u9662\u6559\u6388\u3001\u96c6\u667a\u4ff1\u4e50\u90e8\u521b\u59cb\u4eba\u5f20\u6c5f\u8001\u5e08\u9886\u8854\u53d1\u8d77\uff0c\u65e8\u5728\u68b3\u7406\u4fe1\u606f\u8bba\u9886\u57df\u7684\u53d1\u5c55\u8109\u7edc\uff0c\u4ece\u9999\u519c\u7684\u7ecf\u5178\u4fe1\u606f\u8bba\u5f00\u59cb\uff0c\u91cd\u70b9\u5173\u6ce8\u6574\u5408\u4fe1\u606f\u8bba\u548c\u4fe1\u606f\u5206\u89e3\u8fd9\u4e24\u4e2a\u524d\u6cbf\u8bdd\u9898\uff0c\u53ca\u5176\u5728\u4ea4\u53c9\u9886\u57df\u7684\u5e94\u7528\u3002\u5e0c\u671b\u901a\u8fc7\u5bf9\u8fd9\u4e9b\u201c\u65b0\u4fe1\u606f\u8bba\u201d\u5ea6\u91cf\u6307\u6807\u7684\u6df1\u5165\u63a2\u8ba8\uff0c\u5e2e\u52a9\u6211\u4eec\u7406\u89e3\u4ec0\u4e48\u662f\u610f\u8bc6\uff0c\u4ec0\u4e48\u662f\u6d8c\u73b0\uff0c\u5e76\u627e\u5230\u4e0d\u540c\u5b66\u79d1\uff0c\u4e0d\u540c\u95ee\u9898\u80cc\u540e\u7684\u7edf\u4e00\u6027\u539f\u7406\u3002<\/span><\/p>\n


        <\/span><\/section>\n
        <\/span><\/a><\/section>\n

        <\/section>\n
        \u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/section>\n
        \u65b0\u4fe1\u606f\u8bba\uff1a\u4ece\u5206\u89e3\u5230\u6574\u5408\uff5c\u56e0\u679c\u6d8c\u73b0\u8bfb\u4e66\u4f1a\u7b2c\u56db\u5b63\u542f\u52a8<\/a><\/span><\/section>\n

        <\/span><\/section>\n

        <\/span><\/section>\n
        \n
        \n
        \n
        \n

        \u56e0\u679c\u6d8c\u73b0\u793e\u533a<\/strong>
        <\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


        <\/section>\n
        \u8de8\u5c3a\u5ea6\u3001\u8de8\u5c42\u6b21\u7684\u6d8c\u73b0\u662f\u590d\u6742\u7cfb\u7edf\u7814\u7a76\u7684\u5173\u952e\u95ee\u9898\uff0c\u751f\u547d\u8d77\u6e90\u548c\u610f\u8bc6\u8d77\u6e90\u8fd9\u4e24\u5ea7\u4ef0\u4e4b\u5f25\u9ad8\u7684\u5927\u5c71\u662f\u5176\u4ee3\u8868\u3002\u56e0\u679c\u6d8c\u73b0\u7406\u8bba\u3001\u673a\u5668\u5b66\u4e60\u91cd\u6574\u5316\u6280\u672f\u3001\u4fe1\u606f\u8bba\u6216\u4fe1\u606f\u5206\u89e3\u7b49\u8fd1\u5e74\u6765\u65b0\u5174\u7684\u7406\u8bba\u4e0e\u5de5\u5177\uff0c\u6709\u671b\u7834\u89e3\u590d\u6742\u7cfb\u7edf\u7684\u6d8c\u73b0\u89c4\u5f8b\u3002<\/span><\/section>\n

        <\/span><\/section>\n
        \u96c6\u667a\u4ff1\u4e50\u90e8\u56e0\u679c\u6d8c\u73b0\u8bfb\u4e66\u4f1a\u76ee\u524d\u5df2\u7ecf\u8fdb\u884c\u4e86\u4e09\u5b63\u3002\u7b2c\u4e00\u5b63\u8bfb\u4e66\u4f1a\u7cfb\u7edf\u5730\u68b3\u7406\u4e86\u56e0\u679c\u6d8c\u73b0\u7684\u6982\u5ff5\uff0c\u4ee5\u53ca\u5b83\u4e0eSloopy Model\u3001\u590d\u6742\u6027\u9608\u503c\u3001\u81ea\u6307\u7b49\u6982\u5ff5\u4e4b\u95f4\u7684\u8054\u7cfb\uff0c\u4e5f\u63a2\u8ba8\u4e86\u56e0\u679c\u6d8c\u73b0\u7406\u8bba\u5728\u590d\u6742\u7f51\u7edc\u3001\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u5e94\u7528\u3002\u53c2\u770b\uff1a\u56e0\u679c\u6d8c\u73b0\u8bfb\u4e66\u4f1a\u542f\u52a8\uff1a\u8fde\u63a5\u56e0\u679c\u3001\u6d8c\u73b0\u4e0e\u81ea\u6307\u2014\u2014\u8de8\u5c3a\u5ea6\u52a8\u529b\u5b66\u4e0e\u56e0\u679c\u89c4\u5f8b\u7684\u63a2\u7d22<\/a>\u3002<\/span><\/section>\n

        <\/span><\/section>\n
        \u7b2c\u4e8c\u5b63\u8bfb\u4e66\u4f1a\u63a2\u8ba8\u4e86\u6d8c\u73b0\u3001\u56e0\u679c\u79d1\u5b66\u548c\u673a\u5668\u5b66\u4e60\u4e09\u5927\u4e3b\u9898\u7684\u878d\u5408\uff0c\u5305\u62ec\u4fe1\u606f\u8bba\u62d3\u5c55\u3001\u56e0\u679c\u6d8c\u73b0\u7406\u8bba\u3001\u56e0\u679c\u8868\u793a\u5b66\u4e60\u3001\u591a\u5c3a\u5ea6\u673a\u5668\u5b66\u4e60\u52a8\u529b\u5b66\u5efa\u6a21\u3002\u8bf7\u53c2\u770b\uff1a\u56e0\u679c\u3001\u6d8c\u73b0\u4e0e\u673a\u5668\u5b66\u4e60\uff1a\u56e0\u679c\u6d8c\u73b0\u8bfb\u4e66\u4f1a\u7b2c\u4e8c\u5b63\u542f\u52a8<\/a>\u3002<\/span><\/section>\n

        <\/span><\/section>\n
        \u7b2c\u4e09\u5b63\u8bfb\u4e66\u4f1a\u8fdb\u4e00\u6b65\u56f4\u7ed5\u56e0\u679c\u6d8c\u73b0\u7684\u6838\u5fc3\u95ee\u9898\u300c\u56e0\u679c\u6d8c\u73b0\u7684\u5b9a\u4e49\u300d\u4ee5\u53ca\u300c\u56e0\u679c\u6d8c\u73b0\u7684\u8fa8\u8bc6\u300d\u8fdb\u884c\u6df1\u5165\u5b66\u4e60\u548c\u8ba8\u8bba\uff0c\u5bf9 Erik Hoel \u63d0\u51fa\u7684 Causal Emergence\uff0cCausal Geometry \u7b49\u56e0\u679c\u6d8c\u73b0\u7684\u6838\u5fc3\u7406\u8bba\u8fdb\u884c\u63a2\u8ba8\u548c\u5256\u6790\uff0c\u5e76\u8be6\u7ec6\u68b3\u7406\u5176\u4e2d\u6d89\u53ca\u5230\u7684\u65b9\u6cd5\u8bba\uff0c\u5305\u62ec\u4ece\u52a8\u529b\u5b66\u7ea6\u7b80\u3001\u9690\u7a7a\u95f4\u52a8\u529b\u5b66\u5b66\u4e60\u7b49\u5176\u4ed6\u9886\u57df\u4e2d\u5b66\u4e60\u548c\u501f\u9274\u76f8\u5173\u7684\u7814\u7a76\u601d\u8def\uff0c\u6700\u540e\u63a2\u8ba8\u56e0\u679c\u6d8c\u73b0\u7684\u5e94\u7528\uff0c\u5305\u62ec\u57fa\u4e8e\u751f\u7269\u7f51\u7edc\u3001\u8111\u7f51\u7edc\u6216\u8005\u6d8c\u73b0\u63a2\u6d4b\u7b49\u95ee\u9898\u5c55\u5f00\u6269\u5c55\uff0c\u53d1\u6398\u66f4\u591a\u7684\u5b9e\u9645\u5e94\u7528\u573a\u666f\u3002\u8bf7\u53c2\u770b\uff1a\u56e0\u679c\u6d8c\u73b0\u8bfb\u4e66\u4f1a\u7b2c\u4e09\u5b63\u542f\u52a8\uff1a\u6df1\u5165\u591a\u5c3a\u5ea6\u590d\u6742\u7cfb\u7edf\u6838\u5fc3\uff0c\u63a2\u7d22\u56e0\u679c\u6d8c\u73b0\u7406\u8bba\u5e94\u7528<\/a><\/span><\/section>\n

        <\/strong><\/span><\/section>\n
        \u6b64\u6b21\u8bfb\u4e66\u4f1a\u4e3b\u9898\u662f\u300c\u65b0\u4fe1\u606f\u8bba\uff1a\u4ece\u5206\u89e3\u5230\u6574\u5408\u300d\uff0c\u662f\u56e0\u679c\u6d8c\u73b0\u7cfb\u5217\u8bfb\u4e66\u4f1a\u7684\u7b2c\u56db\u5b63\uff0c\u5c06\u91cd\u70b9\u68b3\u7406\u4fe1\u606f\u5206\u89e3\u4e0e\u6574\u5408\u4fe1\u606f\u8bba\u7684\u76f8\u5173\u7814\u7a76\u3002\u8bf7\u53c2\u770b\uff1a\u65b0\u4fe1\u606f\u8bba\uff1a\u4ece\u5206\u89e3\u5230\u6574\u5408\uff5c\u56e0\u679c\u6d8c\u73b0\u8bfb\u4e66\u4f1a\u7b2c\u56db\u5b63\u542f\u52a8<\/a><\/strong><\/span><\/section>\n

        <\/section>\n
        \u56e0\u679c\u6d8c\u73b0\u793e\u533a\u805a\u96c6\u4e86600+\u6210\u5458\uff0c\u79ef\u7d2f\u4e86\u5927\u91cf\u8bba\u6587\u89e3\u8bfb\u8d44\u6599\u3002\u6b22\u8fce\u611f\u5174\u8da3\u7684\u670b\u53cb\u62a5\u540d\uff0c\u52a0\u5165\u56e0\u679c\u6d8c\u73b0\u793e\u533a\uff0c\u89e3\u9501\u5bf9\u5e94\u5f55\u64ad\u6743\u9650\u3002<\/span><\/section>\n

        <\/span><\/section>\n
        \u56e0\u679c\u6d8c\u73b0\u8bfb\u4e66\u4f1a\u56de\u653e\u89c6\u9891<\/strong><\/span><\/section>\n
        \u7b2c\u4e00\u5b63\uff1ahttps:\/\/pattern.swarma.org\/study_group\/7<\/span><\/section>\n
        \u7b2c\u4e8c\u5b63\uff1ahttps:\/\/pattern.swarma.org\/study_group\/16<\/span><\/section>\n
        \u7b2c\u4e09\u5b63\uff1ahttps:\/\/pattern.swarma.org\/study_group\/28<\/span><\/section>\n
        \u7b2c\u56db\u5b63\uff1ahttps:\/\/pattern.swarma.org\/study_group\/35<\/span><\/span><\/section>\n

        <\/section>\n
        \u56e0\u679c\u6d8c\u73b0\u793e\u533a\u5171\u521b\u7684\u6587\u7ae0<\/a><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
        \n


        <\/p>\n


        <\/p>\n<\/section>\n

        \u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/strong><\/section>\n

        <\/mp-style-type><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

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