{"id":53675,"date":"2024-11-21T20:55:34","date_gmt":"2024-11-21T12:55:34","guid":{"rendered":"https:\/\/swarma.org\/?p=53675"},"modified":"2024-11-21T20:55:34","modified_gmt":"2024-11-21T12:55:34","slug":"%e5%89%8d%e6%b2%bf%e8%bf%9b%e5%b1%95%ef%bc%9a%e5%9b%a0%e6%9e%9c%e5%88%86%e8%a7%a3%e4%b8%ba%e5%8d%8f%e5%90%8c%e3%80%81%e7%89%b9%e6%9c%89%e5%92%8c%e5%86%97%e4%bd%99%e4%bf%a1%e6%81%af","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=53675","title":{"rendered":"\u524d\u6cbf\u8fdb\u5c55\uff1a\u56e0\u679c\u5206\u89e3\u4e3a\u534f\u540c\u3001\u7279\u6709\u548c\u5197\u4f59\u4fe1\u606f"},"content":{"rendered":"
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\u6700\u8fd1\u53d1\u8868\u4e8e <\/span>Nature Communications <\/em>\u7684\u4e00\u9879\u7814\u7a76\u63d0\u51fa\u4e86\u201c\u534f\u540c-\u7279\u6709-\u5197\u4f59\u5206\u89e3\u201d\uff08SURD\uff09\u65b9\u6cd5\uff0c\u901a\u8fc7\u5bf9\u53d8\u91cf\u672a\u6765\u72b6\u6001\u7684\u4fe1\u606f\u589e\u91cf\u8fdb\u884c\u5206\u89e3\uff0c\u5c06\u56e0\u679c\u5173\u7cfb\u91cf\u5316\u4e3a\u5197\u4f59\u3001\u7279\u6709\u548c\u534f\u540c\u4fe1\u606f\u7684\u8d21\u732e\uff0c\u4e3a\u591a\u53d8\u91cf\u7cfb\u7edf\u4e2d\u7684\u56e0\u679c\u63a8\u65ad\u63d0\u4f9b\u4e86\u5168\u65b0\u7684\u5206\u6790\u89c6\u89d2\u3002\u8be5\u65b9\u6cd5\u80fd\u591f\u8bc6\u522b\u53d8\u91cf\u7684\u5197\u4f59\u548c\u534f\u540c\u56e0\u679c\u6027\uff0c\u4e3a\u6c14\u5019\u6a21\u578b\u3001\u795e\u7ecf\u7f51\u7edc\u7b49\u590d\u6742\u7cfb\u7edf\u7684\u56e0\u679c\u5206\u6790\u63d0\u4f9b\u4e86\u652f\u6301\uff0c\u5e76\u6709\u671b\u4e3a\u6c14\u5019\u7814\u7a76\u548c\u6d41\u4f53\u529b\u5b66\u7b49\u9886\u57df\u5e26\u6765\u663e\u8457\u8fdb\u5c55\u3002<\/span><\/span><\/span><\/span><\/strong><\/span><\/strong><\/p>\n<\/section>\n

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\u5173\u952e\u8bcd\uff1a\u56e0\u679c\u79d1\u5b66\uff0c\u56e0\u679c\u63a8\u65ad\uff0c\u4fe1\u606f\u5206\u89e3\uff0c\u534f\u540c\u4fe1\u606f\uff0c\u590d\u6742\u7cfb\u7edf<\/span><\/strong><\/span><\/strong><\/strong><\/span><\/strong><\/strong><\/strong><\/section>\n
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Decomposing causality into its synergistic, unique, and redundant components<\/span><\/section>\n
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\u56e0\u679c\u5173\u7cfb\u662f\u79d1\u5b66\u7814\u7a76\u7684\u6839\u57fa\uff0c\u901a\u8fc7\u5206\u6790\u56e0\u679c\u5173\u7cfb\uff0c\u6211\u4eec\u53ef\u4ee5\u7406\u89e3\u7269\u7406\u7cfb\u7edf\u4e2d\u5404\u53d8\u91cf\u7684\u76f8\u4e92\u4f5c\u7528\uff0c\u4ece\u800c\u5f71\u54cd\u4e00\u7cfb\u5217\u79d1\u5b66\u548c\u5de5\u7a0b\u9886\u57df\uff0c\u5982\u6c14\u5019\u7814\u7a76\u3001\u795e\u7ecf\u79d1\u5b66\u3001\u7ecf\u6d4e\u5b66\u548c\u6d41\u4f53\u529b\u5b66\u7b49\u3002\u7136\u800c\uff0c\u73b0\u6709\u7684\u56e0\u679c\u63a8\u65ad\u65b9\u6cd5\u5728\u5904\u7406\u590d\u6742\u7684\u56e0\u679c\u5173\u7cfb\u65f6\u4ecd\u5b58\u5728\u663e\u8457\u7684\u5c40\u9650\u6027\uff0c\u96be\u4ee5\u5e94\u5bf9\u975e\u7ebf\u6027\u4f9d\u8d56\u6027\u3001\u968f\u673a\u5e72\u6270\u3001\u81ea\u56e0\u679c\u3001\u78b0\u649e\u6548\u5e94\u548c\u5916\u90e8\u56e0\u7d20\u7684\u5f71\u54cd\u3002\u8fd9\u4e9b\u6311\u6218\u4fc3\u4f7f\u79d1\u5b66\u5bb6\u4e0d\u65ad\u63a2\u7d22\u66f4\u52a0\u53ef\u9760\u7684\u56e0\u679c\u91cf\u5316\u65b9\u6cd5\u3002<\/span><\/section>\n

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\u5728\u6700\u8fd1\u53d1\u8868\u4e8e Nature Communications<\/em> <\/em>\u7684\u8fd9\u9879\u7814\u7a76\u4e2d\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u201c\u534f\u540c-\u7279\u6709-\u5197\u4f59\u5206\u89e3\u201d<\/strong><\/span>\uff08Synergistic-Unique-Redundant Decomposition\uff0c\u7b80\u79f0 SURD\uff09<\/span>\u65b9\u6cd5<\/strong>\u3002SURD \u901a\u8fc7\u5bf9\u53d8\u91cf\u672a\u6765\u72b6\u6001\u7684\u4fe1\u606f\u589e\u91cf\u8fdb\u884c\u5206\u89e3\uff0c\u80fd\u591f\u5c06\u56e0\u679c\u5173\u7cfb\u91cf\u5316\u4e3a\u5197\u4f59\u3001\u7279\u6709\u548c\u534f\u540c\u4fe1\u606f\u7684\u8d21\u732e\uff0c\u4e3a\u591a\u53d8\u91cf\u7cfb\u7edf\u4e2d\u7684\u56e0\u679c\u63a8\u65ad\u63d0\u4f9b\u4e86\u5168\u65b0\u7684\u5206\u6790\u89c6\u89d2\u3002<\/span><\/section>\n

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\u56e0\u679c\u63a8\u65ad\u65e8\u5728\u8bc6\u522b\u53d8\u91cf\u95f4\u7684\u56e0\u679c\u94fe\u6761\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u63ed\u793a\u5176\u7edf\u8ba1\u5173\u8054\u6027\u3002\u4e3a\u6b64\uff0c\u4f5c\u8005\u9996\u5148\u6307\u51fa\u4e86\u56e0\u679c\u5173\u7cfb\u7684\u4e09\u79cd\u57fa\u672c\u6784\u5efa\u5757\uff1a\u4e2d\u4ecb\u3001\u6df7\u6dc6\u548c\u78b0\u649e\u53d8\u91cf\u3002\u8fd9\u4e9b\u6784\u5efa\u5757\u4e3a\u590d\u6742\u56e0\u679c\u7f51\u7edc\u7684 SURD \u5206\u6790\u63d0\u4f9b\u4e86\u57fa\u7840\u3002<\/span><\/section>\n

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1. \u4e2d\u4ecb\u53d8\u91cf<\/span><\/strong>\uff1a\u4e2d\u4ecb\u53d8\u91cf\u5b58\u5728\u4e8e\u56e0\u679c\u94fe\u4e2d\uff0c\u5982 A\u2192B\u2192C\uff0c\u5176\u4e2d\u53d8\u91cf B \u4f5c\u4e3a\u6865\u6881\u53d8\u91cf\u4f20\u9012 A \u5bf9 C \u7684\u5f71\u54cd\u3002\u6bd4\u5982\uff0c\u201c\u6559\u80b2\u6c34\u5e73\u63d0\u5347\u2192\u5de5\u4f5c\u6280\u80fd\u589e\u52a0\u2192\u6536\u5165\u589e\u957f\u201d\u5c31\u662f\u4e00\u4e2a\u5178\u578b\u7684\u4e2d\u4ecb\u56e0\u679c\u94fe\u3002<\/span><\/section>\n

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2. \u6df7\u6dc6\u53d8\u91cf<\/span><\/strong>\uff1a\u6df7\u6dc6\u53d8\u91cf\u662f\u4e24\u4e2a\u53d8\u91cf\u7684\u5171\u540c\u539f\u56e0\uff0c\u5982A\u2192B&A\u2192C\u3002\u4f8b\u5982\uff0c\u590f\u5929\u6e29\u5ea6\u5347\u9ad8\u53ef\u80fd\u65e2\u5bfc\u81f4\u4e86\u51b0\u6dc7\u6dcb\u9500\u91cf\u589e\u52a0\uff0c\u53c8\u5bfc\u81f4\u6eba\u6c34\u4e8b\u6545\u589e\u52a0\u3002\u5c3d\u7ba1\u51b0\u6dc7\u6dcb\u9500\u91cf\u548c\u6eba\u6c34\u4e8b\u6545\u6570\u91cf\u53ef\u80fd\u5b58\u5728\u7edf\u8ba1\u5173\u8054\uff0c\u4f46\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u5b83\u4eec\u4e4b\u95f4\u5b58\u5728\u76f4\u63a5\u56e0\u679c\u5173\u7cfb\u3002<\/span><\/section>\n

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3. \u78b0\u649e\u53d8\u91cf<\/span><\/strong>\uff1a\u5728\u975e\u7ebf\u6027\u52a8\u6001\u7cfb\u7edf\u4e2d\uff0c\u591a\u79cd\u56e0\u7d20\u53ef\u80fd\u5171\u540c\u5f71\u54cd\u540c\u4e00\u4e2a\u53d8\u91cf\uff0c\u79f0\u4e4b\u4e3a\u78b0\u649e\u6548\u5e94\uff0c\u5982A\u2192B&C\u2192B\u3002\u4f8b\u5982\uff0c\u5b66\u751f\u7684\u4f18\u5f02\u6210\u7ee9\u53ef\u80fd\u65e2\u7531\u52e4\u594b\u5b66\u4e60\uff08A\uff09\u53c8\u7531\u9ad8\u667a\u5546\uff08C\uff09\u5f71\u54cd\u3002\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u5197\u4f59\u548c\u534f\u540c\u56e0\u679c\u6027\u4f1a\u4ea7\u751f\u4e0d\u540c\u7684\u5f71\u54cd\uff1a\u5197\u4f59\u6027\u8868\u793a\u4e24\u8005\u5bf9\u6210\u7ee9\u7684\u8d21\u732e\u5177\u6709\u91cd\u53e0\uff0c\u800c\u534f\u540c\u6027\u5219\u8868\u793a\u4e24\u8005\u7684\u8054\u5408\u4f5c\u7528\u8d85\u8fc7\u5355\u72ec\u6548\u679c\u7684\u53e0\u52a0\u3002<\/span><\/section>\n

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\u4f20\u7edf\u7684\u56e0\u679c\u63a8\u65ad\u65b9\u6cd5\uff0c\u5982Granger\u56e0\u679c\u548c\u8f6c\u79fb\u71b5\uff0c\u5728\u5e94\u5bf9\u7b80\u5355\u7ebf\u6027\u5173\u7cfb\u4e0a\u5df2\u53d6\u5f97\u6210\u529f\uff0c\u4f46\u5728\u975e\u7ebf\u6027\u3001\u52a8\u6001\u548c\u591a\u53d8\u91cf\u573a\u666f<\/strong>\u4e0b\u4ecd\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\u3002SURD\u65b9\u6cd5\u901a\u8fc7\u91cf\u5316\u5197\u4f59\u3001\u7279\u6709\u548c\u534f\u540c\u4fe1\u606f\u7684\u8d21\u732e\uff0c\u80fd\u591f\u5bf9\u4ee5\u4e0a\u60c5\u51b5\u4f5c\u51fa\u533a\u5206\uff0c\u6210\u529f\u6355\u6349\u5230\u771f\u5b9e\u7684\u56e0\u679c\u5173\u7cfb\u3002<\/span><\/section>\n

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\u4e8c\u3001SURD\uff1a\u534f\u540c-\u7279\u6709-\u5197\u4f59\u5206\u89e3<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

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SURD \u65b9\u6cd5\u4ee5\u9999\u519c\u71b5\u4e3a\u57fa\u7840\uff0c\u5229\u7528\u4fe1\u606f\u589e\u91cf<\/span>\uff08Information Increment\uff09<\/span>\u6765\u5ea6\u91cf\u56e0\u679c\u6027\u3002\u5bf9\u4e8e\u4e00\u4e2a\u65f6\u95f4\u5e8f\u5217\u53d8\u91cf\u96c6\u5408 {Q<\/strong> = [Q1<\/sub>(t), Q2<\/sub>(t),\u2026, QN<\/sub>(t)]\uff0c\u6211\u4eec\u7684\u76ee\u6807\u662f\u91cf\u5316\u8be5\u96c6\u5408\u4e2d\u7684\u5404\u53d8\u91cf\u5bf9\u672a\u6765\u76ee\u6807\u53d8\u91cf Qj<\/sub> \u7684\u56e0\u679c\u5f71\u54cd\uff0c\u5177\u4f53\u800c\u8a00\u662f\u901a\u8fc7\u4ee5\u4e0b\u516c\u5f0f\u5206\u89e3\u76ee\u6807\u53d8\u91cf\u672a\u6765\u4fe1\u606f\u7684\u589e\u91cf\uff1a<\/span><\/section>\n

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1.  <\/sub><\/span>\u8868\u793a\u672a\u6765\u65f6\u523b\u76ee\u6807\u53d8\u91cf Qj<\/sub> \u7684\u9999\u519c\u71b5\uff0c\u662f\u5bf9\u5176\u72b6\u6001\u4e0d\u786e\u5b9a\u6027\u7684\u5ea6\u91cf\u3002<\/span><\/section>\n
2.  <\/sub><\/span>\u8868\u793a\u5197\u4f59\u56e0\u679c\u6027<\/strong>\uff0c\u5373\u4e00\u7ec4\u53d8\u91cf\u5bf9\u76ee\u6807\u53d8\u91cf\u672a\u6765\u72b6\u6001\u7684\u91cd\u590d\u8d21\u732e\u3002\u5197\u4f59\u56e0\u679c\u6027\u662f\u591a\u4e2a\u53d8\u91cf\u4e2d\u5305\u542b\u7684\u76f8\u540c\u4fe1\u606f\u91cf\u3002\u5f53\u53d8\u91cf\u96c6\u5408\u4e2d\u7684\u6bcf\u4e2a\u53d8\u91cf\u5bf9\u76ee\u6807\u53d8\u91cf\u63d0\u4f9b\u7684\u4fe1\u606f\u76f8\u540c\uff0c\u5219\u89c6\u4e3a\u5197\u4f59\u56e0\u679c\u6027\u3002<\/span><\/section>\n
3. <\/sub><\/span> \u8868\u793a\u7279\u6709\u56e0\u679c\u6027<\/strong>\uff0c\u662f\u67d0\u4e00\u7279\u5b9a\u53d8\u91cf\u5bf9\u76ee\u6807\u53d8\u91cf\u7684\u7279\u6709\u8d21\u732e\u3002\u7279\u6709\u56e0\u679c\u6027\u8868\u793a\u67d0\u4e2a\u53d8\u91cf\u5355\u72ec\u5bf9\u76ee\u6807\u53d8\u91cf\u7684\u8d21\u732e\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u82e5\u89c2\u5bdf\u53d8\u91cf Qi<\/sub> \u80fd\u63d0\u4f9b\u5173\u4e8e Q<\/span>j <\/sub>\u7684\u4fe1\u606f\uff0c\u800c\u8be5\u4fe1\u606f\u65e0\u6cd5\u4ece\u5176\u4ed6\u53d8\u91cf\u4e2d\u83b7\u5f97\uff0c\u5219\u79f0\u5176\u5177\u6709\u7279\u6709\u56e0\u679c\u6027\u3002<\/span><\/section>\n
4. <\/sub><\/span> \u8868\u793a\u534f\u540c\u56e0\u679c\u6027<\/strong>\uff0c\u662f\u53d8\u91cf\u95f4\u8054\u5408\u5bf9\u76ee\u6807\u53d8\u91cf\u7684\u56e0\u679c\u8d21\u732e\u3002\u5f53\u591a\u4e2a\u53d8\u91cf\u540c\u65f6\u5bf9\u76ee\u6807\u53d8\u91cf\u63d0\u4f9b\u66f4\u591a\u4fe1\u606f\uff0c\u800c\u8fd9\u79cd\u4fe1\u606f\u65e0\u6cd5\u901a\u8fc7\u5355\u4e2a\u53d8\u91cf\u83b7\u5f97\u65f6\uff0c\u534f\u540c\u56e0\u679c\u6027\u88ab\u6fc0\u6d3b\u3002<\/span><\/section>\n

5. <\/sub><\/span> \u8868\u793a\u672a\u89c2\u6d4b\u53d8\u91cf\u7684\u56e0\u679c\u6cc4\u6f0f<\/strong>\uff0c\u662f\u7531\u7cfb\u7edf\u4e2d\u672a\u89c2\u6d4b\u53d8\u91cf\u4ea7\u751f\u7684\u4fe1\u606f\u7f3a\u53e3\u3002\u56e0\u679c\u6cc4\u6f0f\u8868\u793a\u5f71\u54cd<\/sub><\/span>\u4f46\u4e0d\u5305\u542b\u5728 Q <\/strong>\u4e2d\u7684\u672a\u89c2\u5bdf\u5230\u7684\u53d8\u91cf\u7684\u5f71\u54cd\u3002\u8fd9\u662f\u5728\u5171\u540c\u8003\u8651\u6240\u6709\u53ef\u89c2\u5bdf\u53d8\u91cf\u540e\u660e\u786e\u786e\u5b9a Qj<\/sub> \u7684\u672a\u6765\u6240\u9700\u7684\u7f3a\u5931\u4fe1\u606f\u91cf\u3002<\/span><\/p>\n


<\/span><\/section>\n
\u534f\u540c-\u7279\u6709-\u5197\u4f59\u5206\u89e3\u7684\u5177\u4f53\u8ba1\u7b97\u65b9\u6cd5\u5728\u6587\u672b\u9644\u5f55\u4e2d\u6709\u8be6\u7ec6\u4ecb\u7ecd\uff0c\u5e0c\u671b\u6df1\u5165\u4e86\u89e3\u7684\u8bfb\u8005\u53ef\u4ee5\u53c2\u8003\u3002<\/span><\/section>\n

<\/span><\/section>\n
SURD \u5177\u6709\u82e5\u5e72\u5173\u952e\u7279\u6027\uff0c\u8fd9\u4e9b\u7279\u6027\u901a\u8fc7\u9632\u6b62\u56e0\u679c\u6027\u7684\u91cd\u590d\uff0c\u6709\u52a9\u4e8e\u7cbe\u786e\u8bc6\u522b\u53d8\u91cf\u95f4\u7684\u4ea4\u4e92\u4f5c\u7528\u3002\u9996\u5148\uff0c\u4e0a\u8ff0\u5197\u4f59\u3001\u7279\u6709\u548c\u534f\u540c\u56e0\u679c\u6027\u5747\u975e\u8d1f\uff0c\u4e14\u4e09\u8005\u4e4b\u548c\u7b49\u4e8e<\/sub><\/span> \u548c Q <\/strong>\u4e4b\u95f4\u5171\u4eab\u7684\u4fe1\u606f\u91cf\uff0c\u8fd9\u88ab\u79f0\u4e3a\u4e92\u4fe1\u606f <\/sub><\/span> \u3002SURD \u8fd8\u6ee1\u8db3\u4ee5\u4e0b\u6761\u4ef6\uff1a\u5355\u4e2a\u53d8\u91cf Qi <\/sub>\u548c<\/sub><\/span>\u4e4b\u95f4\u7684\u4e92\u4fe1\u606f\uff0c\u8bb0\u4f5c<\/sub><\/span>\uff0c\u53ef\u4ee5\u7531\u6d89\u53ca Qi <\/sub>\u7684\u7279\u6709\u548c\u5197\u4f59\u56e0\u679c\u6027\u4e4b\u548c\u8868\u793a\u3002\u8be5\u6761\u4ef6\u4e0e\u4ee5\u4e0b\u89c2\u70b9\u4e00\u81f4\uff1a\u4ece\u5355\u4e2a\u53d8\u91cf\u5230 Qi<\/sub> \u7684\u56e0\u679c\u6027\u5b8c\u5168\u7531\u7279\u6709\u548c\u5197\u4f59\u56e0\u679c\u6027\u7ec4\u6210\uff0c\u800c\u534f\u540c\u56e0\u679c\u6027\u5219\u6765\u81ea\u4e24\u4e2a\u6216\u591a\u4e2a\u53d8\u91cf\u7684\u8054\u5408\u6548\u5e94\u3002[1]<\/span><\/section>\n

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<\/span><\/h3>\n

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<\/section>\n

<\/section>\n
\n
<\/svg><\/section>\n<\/section>\n<\/section>\n
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\u4e09\u3001SURD \u65b9\u6848\u7684\u4f18\u8d8a\u6027<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/section>\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/p>\n

\u5728\u4e00\u4e2a\u7b80\u5355\u7684\u793a\u4f8b\u4e2d\uff0c\u4f5c\u8005\u76f4\u89c2\u5c55\u793a\u4e86 SURD \u65b9\u6cd5\u7684\u56e0\u679c\u4fe1\u606f\u5206\u89e3\u7ed3\u6784\u3002\u5047\u8bbe\u6709\u4e24\u4e2a\u8fc7\u53bb\u53d8\u91cf Q1<\/sub> \u548c Q2 <\/sub>\u5bf9\u53e6\u4e00\u4e2a\u672a\u6765\u53d8\u91cf Qj<\/sub> \u4ea7\u751f\u4f5c\u7528\uff0c\u4e0b\u56fe\u63cf\u8ff0\u4e86\u8be5\u7cfb\u7edf\u7684 SURD \u4fe1\u606f\u5206\u89e3\u3002<\/span><\/section>\n

<\/span><\/section>\n
<\/section>\n
\u56fe1. \u89c2\u6d4b\u53d8\u91cfQ1<\/sub>, Q2<\/sub>\uff08\u8fc7\u53bb\uff09\u4e0e\u76ee\u6807\u53d8\u91cf\u4e4b\u95f4\u56e0\u679c\u4f9d\u8d56\u5173\u7cfb\u7684\u5206\u89e3\uff0c\u5206\u89e3\u4e3a\u534f\u540c\uff08S\uff09\u3001\u7279\u6709\uff08U\uff09\u548c\u5197\u4f59\uff08R\uff09\u6210\u5206\uff08\u5206\u522b\u7528\u9ec4\u8272\u3001\u7ea2\u8272\u548c\u7070\u84dd\u8272\u8868\u793a\uff09\uff0c\u56e0\u679c\u6cc4\u6f0f\u4ee5\u7070\u8272\u8868\u793a\u3002<\/span><\/section>\n

<\/span><\/section>\n
\u5728\u4e0b\u56fe\u4e2d\u5c55\u793a\u4e86\u4e09\u79cd\u76f8\u4e92\u4f5c\u7528\u6a21\u5f0f\uff0c\u5206\u522b\u5bf9\u5e94\u4e86\u53ea\u6709\u5197\u4f59\u3001\u7279\u6709\u6216\u534f\u540c\u6210\u5206\u5b58\u5728\u7684\u60c5\u51b5\uff0c\u5e76\u8ba1\u7b97\u4e86\u5404\u81ea\u7684\u56e0\u679c\u6cc4\u6f0f\u5f3a\u5ea6\u3002<\/span><\/section>\n

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

\u56fe2. \u91cd\u590d\u8f93\u5165\u3001\u7b49\u4e8e\u7b2c\u4e00\u4e2a\u8f93\u5165\u7684\u8f93\u51fa\u3001\u548c\u5f02\u6216\u8f93\u51fa\u7684\u7b80\u5355\u793a\u4f8b\u7684\u5197\u4f59\u3001\u7279\u6709\u548c\u534f\u540c\u56e0\u679c\u5173\u7cfb\u5206\u89e3\u3002\u4f7f\u7528\u7684\u7b26\u53f7\u4e3a R12, U1, U2, S12\u3002\u76ee\u6807\u53d8\u91cf\u53d7\u5230\u5916\u90e8\u968f\u673a\u4f5c\u7528 W \u7684\u5f71\u54cd\uff0c\u8be5\u4f5c\u7528 W \u4e0e Q \u4e2d\u89c2\u6d4b\u5230\u7684\u53d8\u91cf\u65e0\u5173\u3002W \u7684\u5f71\u54cd\u901a\u8fc7\u56e0\u679c\u5173\u7cfb\u6cc4\u6f0f\u6765\u8861\u91cf\uff0c\u7531\u7070\u8272\u6761\u8868\u793a\u3002<\/span>
<\/p>\n


<\/section>\n
\u9664\u6b64\u4e4b\u5916\uff0c\u4f5c\u8005\u8fd8\u5728\u591a\u79cd\u975e\u7ebf\u6027\u76f8\u4e92\u4f5c\u7528\u7cfb\u7edf\u4e2d\u8ba1\u7b97\u4e86 SURD \u5206\u89e3\uff0c\u5e76\u4e0e\u5176\u4ed6\u56e0\u679c\u91cf\u5316\u65b9\u6cd5\u5bf9\u7167\u3002<\/span><\/section>\n

<\/span><\/section>\n
<\/section>\n
\u56fe3. \u5177\u6709\u4e2d\u4ecb\u53d8\u91cf\u7684\u7cfb\u7edf\u3002\uff08\u5de6\u56fe\uff09\u53d8\u91cf\u548c\u7cfb\u7edf\u65b9\u7a0b\u4e4b\u95f4\u7684\u51fd\u6570\u4f9d\u8d56\u6027\u793a\u610f\u56fe\uff0c\u5176\u4e2d Wi<\/sub> \u8868\u793a\u53d8\u91cf Qi<\/sub> \u4e0a\u672a\u89c2\u5bdf\u5230\u7684\u968f\u673a\u4f5c\u7528\u3002n \u8868\u793a\u65f6\u95f4\u6b65\u957f\u3002\uff08\u4e2d\u56fe\u548c\u53f3\u56fe\uff09SURD \u7684\u7ed3\u679c\uff0c\u5197\u4f59 (R)\u3001\u7279\u6709 (U) \u548c\u534f\u540c (S) \u56e0\u679c\u5173\u7cfb\u5206\u522b\u4e3a\u84dd\u8272\u3001\u7ea2\u8272\u548c\u9ec4\u8272\u3002\u6240\u91c7\u7528\u7684\u7b26\u53f7\u662fR123\u8868\u793a\u53d8\u91cfQ1<\/sub>\u3001Q2<\/sub>\u3001Q3<\/sub>\u7684\u5171\u540c\u5197\u4f59\uff0c\u7b49\u7b49\u3002\u7070\u8272\u6761\u662f\u56e0\u679c\u5173\u7cfb\u6cc4\u6f0f\u3002CGC\u3001CTE\u3001PCMCI \u548c CCM \u7684\u7ed3\u679c\u5982\u53f3\u4fa7\u6240\u793a\u3002\u5728\u9664 CCM \u4e4b\u5916\u7684\u6240\u6709\u65b9\u6cd5\u4e2d\uff0c\u6761\u5f62\u503c\u4ee3\u8868\u56e0\u679c\u8054\u7cfb\u7684\u5f3a\u5ea6\u3002\u5728 CCM \u4e2d\uff0c\u53ea\u6709\u5f53\u503c\u968f\u7740\u65f6\u95f4\u5e8f\u5217\u957f\u5ea6\u7684\u589e\u52a0\u800c\u6536\u655b\u5230 1 \u65f6\uff0c\u624d\u4f1a\u68c0\u6d4b\u5230\u56e0\u679c\u5173\u7cfb\uff0c\u5426\u5219\u4e0d\u4f1a\u68c0\u6d4b\u5230\u3002CGC \u548c CTE \u4f7f\u7528\u4e0e SURD \u76f8\u540c\u7684\u5f52\u4e00\u5316\u3002SURD\u3001CTE \u548c CCM \u7684\u503c\u4e0a\u9650\u4e3a 1\u3002PCMCI \u7684\u503c\u8868\u793a\u6761\u4ef6\u4e92\u4fe1\u606f\u5e76\u4e14\u65e0\u754c\u3002<\/span><\/section>\n

<\/section>\n
<\/section>\n
\u56fe4. \u5177\u6709\u534f\u540c\u78b0\u649e\u53d8\u91cf\u7684\u7cfb\u7edf\u3002\u56fe\u4f8b\u4e0e\u56fe3\u76f8\u540c\u3002<\/span><\/section>\n

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

\u56fe5. \u5177\u6709\u5197\u4f59\u78b0\u649e\u53d8\u91cf\u7684\u7cfb\u7edf\uff0c\u53d8\u91cfQ2<\/sub>\u548cQ3<\/sub>\u59cb\u7ec8\u76f8\u7b49\u3002\u56fe\u4f8b\u4e0e\u56fe3\u76f8\u540c\u3002<\/span><\/p>\n


<\/span><\/section>\n
\u5177\u4f53\u7ed3\u679c\u603b\u7ed3\u5982\u4e0b\u8868\u3002\u53ef\u4ee5\u770b\u5230\uff0c\u5728\u5305\u62ec\u975e\u7ebf\u6027\u56e0\u679c\u4f5c\u7528\u3001\u81ea\u56e0\u679c\u4f5c\u7528\u7b49\u591a\u79cd\u60c5\u666f\u6d4b\u8bd5\u4e2d\uff0c\u53ea\u6709 SURD \u59cb\u7ec8\u80fd\u591f\u6355\u6349\u5230\u6b63\u786e\u7684\u56e0\u679c\u5173\u7cfb\u3002\u7279\u522b\u662f\u5b58\u5728\u56e0\u679c\u6cc4\u9732\u7684\u60c5\u51b5\u65f6\uff0c\u9664\u4e86 SURD \u4e4b\u5916\uff0c\u5176\u4ed6\u4e3b\u6d41\u56e0\u679c\u91cf\u5316\u65b9\u6cd5<\/span>\uff08\u5982 Granger \u56e0\u679c\uff08CGC\uff09\u3001\u8f6c\u79fb\u71b5\uff08CTE\uff09\u7b49\uff09<\/span>\u5747\u65e0\u6cd5\u8bc6\u522b\u5916\u90e8\u73af\u5883\u5bf9\u6240\u7814\u7a76\u7cfb\u7edf\u7684\u56e0\u679c\u5f71\u54cd\u3002<\/span><\/section>\n

<\/span><\/section>\n
<\/section>\n
\u88681. \u56e0\u679c\u63a8\u7406\u65b9\u6cd5\u5217\u8868\uff0c\u4ee5\u53ca\u6bcf\u79cd\u65b9\u6cd5\u80fd\u591f\u89e3\u51b3\u7684\u60c5\u51b5\u5c55\u793a\uff0c\u4ece\u5de6\u5230\u53f3\u5206\u522b\u4e3a\uff1a\u591a\u53d8\u91cf\u3001\u975e\u7ebf\u6027\u4f9d\u8d56\u3001\u968f\u673a\uff08\u975e\u786e\u5b9a\u6027\uff09\u8fc7\u7a0b\u3001\u540c\u65f6\u56e0\u679c\u3001\u56e0\u679c\u5173\u7cfb\u6cc4\u6f0f\u3001\u65f6\u6ede\u4f9d\u8d56\u6027\u548c\u81ea\u56e0\u679c\u5173\u7cfb\u3002<\/span><\/section>\n


<\/span><\/h3>\n

<\/section>\n

\n
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<\/section>\n

<\/section>\n
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<\/svg><\/section>\n<\/section>\n<\/section>\n
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\u56db\u3001\u5b9e\u9645\u5e94\u7528\uff1a\u6e4d\u6d41\u4e2d\u7684\u80fd\u91cf\u7ea7\u8054<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/section>\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/p>\n

\u5728\u6e4d\u6d41\u7cfb\u7edf\u4e2d\uff0c\u80fd\u91cf\u4ece\u5927\u5c3a\u5ea6\u4f20\u9012\u5230\u5c0f\u5c3a\u5ea6\uff0c\u901a\u5e38\u9075\u5faa Kolmogorov \u7684\u6e4d\u6d41\u7406\u8bba\u3002\u4f20\u7edf\u4e0a\uff0c\u80fd\u91cf\u7ea7\u8054\u88ab\u8ba4\u4e3a\u662f\u4ece\u5927\u5c3a\u5ea6\u7ed3\u6784<\/span>\uff08\u5982\u6da1\u65cb\uff09<\/span>\u5411\u5c0f\u5c3a\u5ea6\u9010\u7ea7\u4f20\u9012\u7684\u8fc7\u7a0b\uff0c\u8fd9\u79cd\u4f20\u9012\u901a\u5e38\u88ab\u770b\u4f5c\u662f\u5c42\u7ea7\u6027\u7684\u3002\u7136\u800c\uff0c\u5728\u590d\u6742\u7684\u6e4d\u6d41\u73af\u5883\u4e2d\uff0c\u80fd\u91cf\u4f20\u9012\u53ef\u80fd\u6d89\u53ca\u591a\u4e2a\u5c3a\u5ea6\u7684\u534f\u540c\u4f5c\u7528\u3002\u56e0\u6b64\uff0c\u76f4\u63a5\u4f7f\u7528\u4f20\u7edf\u7684\u56e0\u679c\u5206\u6790\u5de5\u5177<\/span>\uff08\u5982 Granger \u56e0\u679c\u5206\u6790\uff09<\/span>\u5f80\u5f80\u65e0\u6cd5\u6355\u6349\u4e0d\u540c\u5c3a\u5ea6\u4e4b\u95f4\u7684\u7cbe\u7ec6\u56e0\u679c\u5173\u7cfb\u3002<\/span><\/section>\n

<\/span><\/section>\n
SURD \u65b9\u6cd5\u5141\u8bb8\u6211\u4eec\u5c06\u56e0\u679c\u4fe1\u606f\u5206\u89e3\u4e3a\u5197\u4f59\u3001\u7279\u6709\u548c\u534f\u540c\u6210\u5206\uff0c\u4ee5\u4fbf\u66f4\u7cbe\u786e\u5730\u7406\u89e3\u5404\u5c3a\u5ea6\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u7cfb<\/strong>\u3002\u5728\u6e4d\u6d41\u80fd\u91cf\u7ea7\u8054\u4e2d\uff0cSURD \u65b9\u6cd5\u7684\u5206\u6790\u7ed3\u679c\u63ed\u793a\u4e86\u5404\u5c3a\u5ea6\u56e0\u679c\u5173\u7cfb\u7684\u4e0d\u540c\u7279\u5f81\u3002<\/span><\/section>\n

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

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SURD \u65b9\u6cd5\u4e0d\u4ec5\u4e3a\u56e0\u679c\u5173\u7cfb\u5206\u6790\u63d0\u4f9b\u4e86\u65b0\u7684\u89c6\u89d2\uff0c\u8fd8\u5728\u591a\u4e2a\u79d1\u5b66\u548c\u5de5\u7a0b\u9886\u57df\u5c55\u73b0\u4e86\u5e7f\u6cdb\u7684\u5e94\u7528\u6f5c\u529b\u3002\u9996\u5148\uff0cSURD \u5728\u591a\u53d8\u91cf\u7cfb\u7edf\u7684\u56e0\u679c\u91cf\u5316\u65b9\u9762\u5177\u6709\u663e\u8457\u4f18\u52bf\uff0c\u80fd\u591f\u8bc6\u522b\u53d8\u91cf\u7684\u5197\u4f59\u548c\u534f\u540c\u56e0\u679c\u6027\uff0c\u4e3a\u6c14\u5019\u6a21\u578b\u3001\u795e\u7ecf\u7f51\u7edc\u7b49\u590d\u6742\u7cfb\u7edf\u7684\u56e0\u679c\u5206\u6790\u63d0\u4f9b\u4e86\u652f\u6301\u3002\u5176\u6b21\uff0cSURD \u7684\u6240\u6709\u5206\u89e3\u6210\u5206\u7684\u975e\u8d1f\u6027\u76f8\u8f83\u4e8e\u540c\u7c7b\u7684\u5176\u4ed6\u65b9\u6cd5\u4fdd\u8bc1\u4e86\u5206\u6790\u7ed3\u679c\u7684\u53ef\u89e3\u91ca\u6027\uff0c\u5e76\u4e14\u6240\u5f15\u5165\u7684\u56e0\u679c\u6cc4\u6f0f\u6982\u5ff5\u4e3a\u56e0\u679c\u5173\u7cfb\u672a\u89c2\u6d4b\u53d8\u91cf\u7684\u5f71\u54cd\u63d0\u4f9b\u4e86\u91cf\u5316\u624b\u6bb5\uff0c\u6709\u52a9\u4e8e\u8bc6\u522b\u5e76\u8865\u5145\u7f3a\u5931\u7684\u4fe1\u606f\u3002\u5b9e\u9a8c\u8868\u660e\uff0cSURD \u5728\u6c14\u5019\u7814\u7a76\u548c\u6d41\u4f53\u529b\u5b66\u7b49\u9886\u57df\u7684\u5e94\u7528\u6709\u671b\u5e26\u6765\u663e\u8457\u8fdb\u5c55\u3002\u6b64\u5916\uff0c\u5176\u5728\u4e0d\u540c\u573a\u666f\u4e2d\u666e\u904d\u9002\u7528\u7684\u9c81\u68d2\u6027\uff0c\u4f7f\u5b83\u6210\u4e3a\u7406\u89e3\u590d\u6742\u7cfb\u7edf\u5185\u5728\u52a8\u529b\u5b66\u7684\u5f3a\u5927\u5de5\u5177\u3002<\/span><\/section>\n

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4. \u8ba1\u7b97\u7279\u5b9a\u534f\u540c\u4fe1\u606f<\/sub>\uff1a\u7279\u5b9a\u534f\u540c\u4fe1\u606f\u6d89\u53ca\u8de8\u9636\u4e4b\u95f4\u7279\u5b9a\u4fe1\u606f\u7684\u6bd4\u8f83\uff0c\u8ba1\u7b97\u65b9\u6cd5\u5982\u4e0b\uff0c\u5176\u4e2d<\/sub>\uff1a<\/span><\/section>\n

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6. \u6700\u540e\uff0c\u5197\u4f59\u3001\u7279\u6709\u548c\u534f\u540c\u56e0\u679c\u5173\u7cfb\u4f5c\u4e3a\u5176\u76f8\u5bf9\u4e8e\u7684\u76f8\u5e94\u7279\u5b9a\u503c<\/span><\/sub><\/span>\u7684\u7279\u5b9a\u4fe1\u606f\u671f\u671b\u5f97\u51fa<\/span><\/section>\n

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\u53c2\u8003\u6587\u732e<\/span><\/strong><\/span><\/section>\n

[1] Ince, R. A. A. Measuring multivariate redundant information with pointwise common change in surprisal. Entropy 19,318(2017).<\/span><\/p>\n


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\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\uff08IIT<\/span>\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


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

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

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


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<\/p>\n

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

<\/span><\/section>\n
\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/section>\n
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<\/section>\n


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


<\/p>\n

\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/strong><\/p>\n

1. <\/strong>\u4e92\u4fe1\u606f\u7684\u201c\u5fae\u79ef\u5206\u201d<\/a><\/strong><\/span><\/strong><\/strong><\/strong><\/section>\n
2. <\/strong>\u91cf\u5316\u6d8c\u73b0\uff1a\u4fe1\u606f\u8bba\u65b9\u6cd5\u8bc6\u522b\u591a\u53d8\u91cf\u6570\u636e\u4e2d\u7684\u56e0\u679c\u6d8c\u73b0<\/a><\/strong><\/span><\/section>\n
3. <\/strong>\u56e0\u679c\u6d8c\u73b0\uff1a\u6570\u5b66\u7406\u8bba\u63ed\u793a\u6574\u4f53\u600e\u6837\u5927\u4e8e\u90e8\u5206\u4e4b\u548c<\/a><\/strong><\/span><\/strong><\/strong><\/section>\n
4. <\/strong><\/span>\u5f20\u6c5f\uff1a\u7b2c\u4e09\u4ee3\u4eba\u5de5\u667a\u80fd\u6280\u672f\u57fa\u7840\u2014\u2014\u4ece\u53ef\u5fae\u5206\u7f16\u7a0b\u5230\u56e0\u679c\u63a8\u7406 | \u96c6\u667a\u5b66\u56ed\u5168\u65b0\u8bfe\u7a0b<\/a><\/strong><\/strong><\/span><\/section>\n
<\/strong>5.<\/strong> \u9f99\u5e74\u5927\u8fd0\u8d77\uff0c\u5b66\u4e60\u6b63\u5f53\u65f6\uff01\u89e3\u9501\u96c6\u667a\u5168\u7ad9\u5185\u5bb9\uff0c\u5f00\u542f\u65b0\u5e74\u5b66\u4e60\u8ba1\u5212<\/a><\/strong><\/strong><\/strong><\/strong><\/span><\/strong><\/strong><\/section>\n

6. <\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/p>\n


<\/p>\n


<\/p>\n

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

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

\u5bfc\u8bed \u6700\u8fd1\u53d1\u8868\u4e8e Nature Communications \u7684\u4e00\u9879\u7814\u7a76\u63d0\u51fa\u4e86\u201c\u534f\u540c-\u7279\u6709-\u5197\u4f59\u5206\u89e3\u201d\uff08SURD\uff09\u65b9\u6cd5\uff0c\u901a\u8fc7\u5bf9\u53d8\u91cf\u672a\u6765\u72b6\u6001\u7684\u4fe1\u606f\u589e\u91cf\u8fdb\u884c\u5206\u89e3\uff0c\u5c06\u56e0\u679c\u5173\u7cfb\u91cf\u5316\u4e3a\u5197\u4f59\u3001\u7279\u6709\u548c\u534f\u540c\u4fe1\u606f\u7684\u8d21\u732e\uff0c\u4e3a\u591a\u53d8\u91cf\u7cfb\u7edf\u4e2d\u7684\u56e0\u679c\u63a8\u65ad\u63d0\u4f9b\u4e86\u5168\u65b0\u7684\u5206\u6790\u89c6\u89d2\u3002\u8be5\u65b9\u6cd5\u80fd\u591f\u8bc6\u522b\u53d8\u91cf\u7684\u5197\u4f59\u548c\u534f\u540c\u56e0…<\/p>\n","protected":false},"author":0,"featured_media":53640,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/53675"}],"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"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=53675"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/53675\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/53640"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=53675"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=53675"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=53675"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=53675"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}