{"id":29179,"date":"2021-10-01T21:35:52","date_gmt":"2021-10-01T13:35:52","guid":{"rendered":"https:\/\/swarma.org\/?p=29179"},"modified":"2021-10-01T21:35:52","modified_gmt":"2021-10-01T13:35:52","slug":"%e5%a6%82%e4%bd%95%e4%bb%a5%e6%9c%80%e5%b0%8f%e4%bb%a3%e4%bb%b7%e7%a0%b4%e5%9d%8f%e7%b3%bb%e7%bb%9f%e7%bb%93%e6%9e%84%ef%bc%9f%e4%b8%80%e5%a5%97%e5%9f%ba%e4%ba%8e%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=29179","title":{"rendered":"\u5982\u4f55\u4ee5\u6700\u5c0f\u4ee3\u4ef7\u7834\u574f\u7cfb\u7edf\u7ed3\u6784\uff1f\u4e00\u5957\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u65b9\u6cd5"},"content":{"rendered":"
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Machine learning dismantling and early-warning signals of disintegration in complex systems<\/span><\/section>\n
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\u8be5\u6846\u67b6\u91c7\u7528\u6709\u76d1\u7763\u5b66\u4e60\u7684\u65b9\u5f0f\u8fdb\u884c\u8bad\u7ec3\uff0c\u9996\u5148\u8981\u83b7\u53d6\u5927\u91cf\u6709\u6807\u7b7e\u7684\u8bad\u7ec3\u6837\u672c\u3002\u672c\u6587\u4e2d\u4f5c\u8005\u751f\u6210\u4e86\u4e00\u4e9b\u5c0f\u89c4\u6a21\u7684\u6a21\u578b\u7f51\u7edc\uff0c\u4f8b\u5982\u65e0\u6807\u5ea6\u7f51\u7edc\u3001\u968f\u673a\u7f51\u7edc\u7b49\uff0c\u8ba1\u7b97\u8282\u70b9\u7684\u4e0d\u540c\u4e2d\u5fc3\u6027\u548c\u62d3\u6251\u7279\u5f81\uff0c\u4f8b\u5982\u8282\u70b9\u5ea6\u503c\u3001\u805a\u7c7b\u7cfb\u6570\u7b49\uff0c\u901a\u8fc7\u7a77\u4e3e\u6cd5\u83b7\u5f97\u5176\u6240\u6709\u7684\u6700\u5c0f\u62c6\u89e3\u96c6\u5408\uff0c\u8fdb\u800c\u8ba1\u7b97\u6bcf\u4e2a\u8282\u70b9\u4f4d\u4e8e\u62c6\u89e3\u96c6\u5408\u7684\u6982\u7387\uff0c\u7531\u6b64\u5c31\u5f97\u5230\u4e86\u5927\u91cf\u7684\u8bad\u7ec3\u6837\u672c\u3002\u8fd0\u7528\u8fd9\u4e9b\u6837\u672c\uff0c\u53ef\u4ee5\u5bf9\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u8fdb\u884c\u6709\u6548\u8bad\u7ec3\uff0c\u4ee5\u83b7\u5f97\u5408\u9002\u7684\u8282\u70b9\u7279\u5f81\u805a\u5408\u65b9\u5f0f\uff0c\u800c\u6846\u67b6\u4e2d\u91c7\u7528\u7684\u56fe\u6ce8\u610f\u529b\u7f51\u7edc\u901a\u8fc7\u6ce8\u610f\u529b\u673a\u5236\u6765\u5bf9\u90bb\u5c45\u8282\u70b9\u505a\u805a\u5408\u64cd\u4f5c\uff0c\u5b9e\u73b0\u4e86\u4e0d\u540c\u90bb\u5c45\u6743\u91cd\u7684\u81ea\u9002\u5e94\u5206\u914d\u3002<\/strong><\/span><\/p>\n


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\u4e3a\u4e86\u8bc4\u4f30\u7b97\u6cd5\u7684\u6709\u6548\u6027\uff0c\u6587\u7ae0\u8fd0\u7528\u8282\u70b9\u79fb\u9664\u8fc7\u7a0b\u4e2d\u6700\u5927\u8fde\u901a\u96c6\u56e2\u89c4\u6a21\u66f2\u7ebf<\/span>\uff08\u5982\u56fe1a\u6240\u793a\uff09<\/span>\u4e0b\u7684\u9762\u79ef<\/span>\uff08AUC, Area Under the Curve\uff09<\/span>\u4f5c\u4e3a\u8bc4\u4f30\u7b97\u6cd5\u6709\u6548\u6027\u7684\u6307\u6807\uff0c\u901a\u8fc7\u5728\u5927\u91cf\u7684\u8282\u70b9\u89c4\u6a21\u8fbe\u5230\u5341\u4e07\u3001\u767e\u4e07\u91cf\u7ea7\u7684\u771f\u5b9e\u7f51\u7edc\u548c\u6a21\u578b\u7f51\u7edc\u7684\u5b9e\u9a8c\uff0c\u53d1\u73b0\u672c\u7b97\u6cd5\u7684\u5e73\u5747\u8868\u73b0\u8981\u4f18\u4e8e\u5f53\u524d\u5df2\u6709\u7684\u7ed3\u6784\u542f\u53d1\u5f0f\u7b97\u6cd5\uff0c\u4e14\u5177\u6709\u8f83\u4f4e\u7684\u65f6\u95f4\u590d\u6742\u5ea6<\/strong>\u3002\u540c\u65f6\uff0c\u6587\u7ae0\u901a\u8fc7\u7f51\u7edc\u7684\u8fde\u8fb9\u91cd\u5199\u6270\u52a8\u5b9e\u9a8c\u548c\u5355\u4e00\u7279\u5f81\u7684\u589e\u5f3a\u5b9e\u9a8c\uff0c\u8fdb\u4e00\u6b65\u8bc1\u660e\u4e86\u672c\u6846\u67b6\u7684\u6709\u6548\u6027\u3002<\/span><\/p>\n

       <\/span><\/section>\n

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

\u56fe2. GDM\u6846\u67b6\u6d41\u7a0b\u793a\u610f\u56fe<\/span><\/section>\n


<\/h3>\n
   <\/span><\/section>\n

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

3. \u6253\u5f00\u6df1\u5ea6\u5b66\u4e60\u7684\u9ed1\u7bb1\uff0c<\/strong><\/strong><\/p>\n

\u63ed\u79d8\u65b9\u6cd5\u6709\u6548\u80cc\u540e\u7684\u539f\u56e0<\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/section>\n

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


<\/p>\n

\u5728\u9a8c\u8bc1\u4e86\u7b97\u6cd5\u7684\u521d\u6b65\u6027\u80fd\u540e\uff0c\u4e3a\u63a2\u7a76\u6a21\u578b\u5177\u4f53\u662f\u600e\u6837\u5b66\u4e60\u548c\u505a\u51fa\u957f\u671f\u9884\u6d4b\u7684\uff0c\u4f5c\u8005\u5f15\u5165\u8fd9\u4e00\u7c7b\u56fe\u5377\u79ef\u7f51\u7edc\u6a21\u578b\u7684\u89e3\u91ca\u5668 GNNExplainer\uff0c\u63d0\u53d6\u7531\u8282\u70b9\u548c\u8fde\u8fb9\u5b50\u56fe\u7ec4\u6210\u7684\u89e3\u91ca\u5b50\u56fe\uff0c\u6765\u63ed\u793a\u6a21\u578b\u5bf9\u6bcf\u4e2a\u8282\u70b9\u7684\u9884\u6d4b\u503c\u3002<\/strong><\/span><\/p>\n


<\/span><\/section>\n
\u5982\u56fe3\u6240\u793a\uff0c\u901a\u8fc7\u6d4b\u8bd5\u51e0\u79cd\u7f51\u7edc\u7684\u89e3\u91ca\u5b50\u56fe\u53d1\u73b0\uff0c\u5f97\u5206\u6392\u540d\u524d\u56db\u7684\u8282\u70b9\u5747\u4e3a\u8fde\u63a5\u591a\u4e2a\u7c07\u7684\u6865\u8282\u70b9\uff0c\u4e14\u662f\u901a\u8fc7\u7ed3\u5408\u8f93\u5165\u7279\u5f81\u548c\u67e5\u627eK\u9636\u90bb\u5c45\u4e2d\u7684\u5176\u4ed6\u6865\u8282\u70b9\u53d1\u73b0\u7684\uff0c\u5728\u7b97\u6cd5\u4e2d\u901a\u8fc7\u805a\u5408\u5c40\u90e8\u548c\u4e8c\u9636\u7279\u5f81\u6765\u5b9e\u73b0\u3002\u8fd9\u4e00\u601d\u8def\u5b9e\u9645\u4e0a\u548c\u4e00\u79cd\u5df2\u6709\u7684\u57fa\u4e8e\u7ec4\u5408\u5f71\u54cd<\/span>\uff08Collective Influence\uff0cCI\uff09<\/span>\u7684\u542f\u53d1\u5f0f\u65b9\u6cd5\u7684\u673a\u7406\u7c7b\u4f3c\uff0c\u533a\u522b\u5728\u4e8eCI\u4ec5\u5bf9\u8282\u70b9\u53ca\u5176k\u9636\u90bb\u5c45\u7684\u5ea6\u503c\u7279\u5f81\u8fdb\u884c\u805a\u5408\uff0c\u800c\u672c\u65b9\u6cd5\u901a\u8fc7\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\u805a\u5408\u4e86\u66f4\u591a\u8282\u70b9\u53ca\u5176\u90bb\u5c45\u7684\u7279\u5f81\u3002<\/span><\/section>\n
               <\/span><\/section>\n

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

\u56fe3. \u5df4\u897f\u8d2a\u8150\u7f51\u7edc\u4e2d\u6392\u540d\u524d\u56db\u8282\u70b9\u7684\u89e3\u91ca\u5b50\u56fe<\/span><\/section>\n

<\/section>\n
\u5728\u7406\u89e3\u4e86\u6a21\u578b\u5b66\u4e60\u7684\u5185\u5bb9\u540e\uff0c\u8fdb\u4e00\u6b65\u8fd0\u7528 GNNExplainer \u5206\u6790\u7279\u5f81\u5728\u8f93\u51fa\u503c\u8ba1\u7b97\u4e2d\u7684\u4f5c\u7528\uff0c\u5e76\u4e86\u89e3\u6a21\u578b\u5982\u4f55\u9009\u62e9\u8282\u70b9<\/strong>\u3002\u901a\u8fc7\u56fe4\u7684\u5206\u6790\u53ef\u4ee5\u770b\u51fa\uff0c\u5e76\u6ca1\u6709\u4e00\u4e2a\u5728\u6240\u6709\u7f51\u7edc\u4e2d\u90fd\u5904\u4e8e\u652f\u914d\u5730\u4f4d\u7684\u7279\u5f81\uff0c\u800c\u4e14\u4e0d\u540c\u7279\u5f81\u7684\u6743\u91cd\u6bd4\u4f8b\u8fd8\u4f1a\u968f\u7740\u8282\u70b9\u7684\u5f97\u5206\u800c\u53d8\u5316\u3002\u8fd9\u4e9b\u7ed3\u679c\u4e5f\u8bf4\u660e\uff0c\u57fa\u4e8e\u8fd9\u4e9b GDM \u6846\u67b6\u7684\u7ed3\u679c\u6765\u5b9a\u4e49\u4e00\u79cd\u542f\u53d1\u5f0f\u65b9\u6cd5\u662f\u6781\u5176\u56f0\u96be\u7684\uff0c\u56e0\u4e3a\u6bcf\u4e2a\u7279\u5f81\u7684\u6743\u91cd\u662f\u7531\u6a21\u578b\u6839\u636e\u62d3\u6251\u548c\u7f51\u7edc\u4e2d\u7684\u6a21\u5f0f\u8fdb\u884c\u8c03\u6574\u7684<\/strong>\u3002<\/span><\/section>\n

<\/section>\n

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

\u56fe4. \u8282\u70b9\u4e0d\u540c\u7279\u5f81\u7684\u91cd\u8981\u6027\u8d8b\u52bf<\/span><\/section>\n

<\/section>\n

\u7f51\u7edc\u4e2d\u5982\u679c\u79fb\u9664\u4f1a\u4ea7\u751f\u65b0\u7684\u8fde\u901a\u7247\u7684\u8282\u70b9\u88ab\u79f0\u4e3a\u201c\u5173\u8282\u70b9\u201d\uff0c\u5bf9\u4e8e\u7ef4\u6301\u7f51\u7edc\u8fde\u901a\u6027\u6709\u91cd\u8981\u4f5c\u7528\uff0c\u968f\u7740\u7f51\u7edc\u4e2d\u8282\u70b9\u7684\u79fb\u9664\uff0c\u4e5f\u4f1a\u4ea7\u751f\u65b0\u7684\u5173\u8282\u70b9\u3002\u4f5c\u8005\u901a\u8fc7\u5206\u6790\u8282\u70b9\u79fb\u9664\u8fc7\u7a0b\u4e2d\uff0c\u7f51\u7edc\u4e2d\u7684\u5173\u8282\u70b9\u6570\u91cf\uff0c\u79fb\u9664\u8282\u70b9\u4e2d\u5173\u8282\u70b9\u6570\u91cf\u548c\u65b0\u4ea7\u751f\u7684\u5173\u8282\u70b9\u6570\u91cf\u7684\u53d8\u5316\uff0c\u6765\u5206\u6790\u6846\u67b6\u8bc6\u522b\u51fa\u7684\u8282\u70b9\u7684\u7279\u70b9\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5355\u7eaf\u5173\u8282\u70b9\u7684\u79fb\u9664\u5e76\u4e0d\u4f1a\u5bf9\u7f51\u7edc\u8fde\u901a\u6027\u9020\u6210\u5f88\u5927\u7684\u635f\u4f24\uff0c\u56e0\u4e3a\u6709\u4e9b\u5173\u8282\u70b9\u53ef\u80fd\u53ea\u4f1a\u5f71\u54cd\u7f51\u7edc\u4e2d\u7684\u5c11\u91cf\u8282\u70b9\u3002\u672c\u6587\u901a\u8fc7\u5982\u56fe4\u6240\u793a\u7684\u5206\u6790\u8bf4\u660e\uff0cGDM \u65b9\u6cd5\u80fd\u591f\u901a\u8fc7\u5b66\u4e60\u627e\u5230\u90a3\u4e9b\u66f4\u6709\u6548\u74e6\u89e3\u7f51\u7edc\u7684\u5173\u8282\u70b9\u3002<\/strong><\/span><\/p>\n

               <\/span><\/section>\n

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

\u56fe5. \u8282\u70b9\u79fb\u9664\u8fc7\u7a0b\u4e2d\u5173\u8282\u70b9\u7684\u79fb\u9664\u4e0e\u4ea7\u751f<\/span><\/section>\n

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   <\/span><\/section>\n

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<\/svg><\/section>\n<\/section>\n<\/section>\n
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4. \u7cfb\u7edf\u5d29\u6e83\u53d1\u751f\u524d\u5915\u7684\u65e9\u671f\u9884\u8b66\u4fe1\u53f7<\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/section>\n

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


<\/p>\n

\u5728\u6587\u7ae0\u7684\u7814\u7a76\u4e2d\u4f7f\u7528\u6700\u5927\u8fde\u901a\u7247\u7684\u89c4\u6a21\u4f5c\u4e3a\u7cfb\u7edf\u8fde\u901a\u6027\u7684\u8bc4\u4ef7\uff0c\u4e8b\u5b9e\u4e0a\uff0c\u4ec5\u5173\u6ce8\u8fd9\u4e00\u6307\u6807\u5e76\u4e0d\u80fd\u5b8c\u5168\u628a\u63e1\u7cfb\u7edf\u7684\u72b6\u6001\u3002\u6211\u4eec\u6240\u62c5\u5fc3\u7684\u7cfb\u7edf\u7684\u5d29\u6e83\u98ce\u9669\u5e76\u4e0d\u4ec5\u4ec5\u6765\u6e90\u4e8e\u7cfb\u7edf\u8fde\u901a\u89c4\u6a21\u7684\u4e0b\u964d\uff0c\u66f4\u591a\u6765\u6e90\u4e8e\u8282\u70b9\u5931\u6548\u7d2f\u79ef\u800c\u9020\u6210\u7684\u7cfb\u7edf\u6027\u80fd\u7684\u9aa4\u964d\u3002<\/strong><\/span><\/p>\n


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

\u5982\u56fe6\u6240\u793a\u7684\u4f8b\u5b50\uff0c\u6df1\u7ea2\u8272\u8282\u70b9\u7684\u4f9d\u6b21\u79fb\u9664\u5728\u5f00\u59cb\u5e76\u4e0d\u4f1a\u9020\u6210\u660e\u663e\u7684\u8fde\u901a\u7247\u4e0b\u964d\uff0c\u7136\u800c\u5f53\u79fb\u9664\u6570\u76ee\u7d2f\u79ef\u5230\u4e00\u5b9a\u7a0b\u5ea6\u65f6\uff0c\u6574\u4e2a\u7f51\u7edc\u5c31\u4f1a\u5b8c\u5168\u88ab\u5206\u4e3a\u4e24\u4e2a\u90e8\u5206\uff0c\u53d1\u751f\u7cfb\u7edf\u5d29\u6e83\u3002\u672c\u6587\u6846\u67b6\u5bf9\u8282\u70b9\u79fb\u9664\u6982\u7387\u7684\u7279\u6b8a\u8868\u8fbe\u63d0\u4f9b\u4e86\u4e00\u79cd\u6709\u6548\u7684\u7cfb\u7edf\u98ce\u9669\u91cf\u5316\u65b9\u5f0f\uff0c\u901a\u8fc7\u7d2f\u79ef\u8ba1\u7b97\u88ab\u79fb\u9664\u8282\u70b9\u7684\u6982\u7387\u4e4b\u548c\uff0c\u76f8\u5bf9\u4e8e GDM \u6846\u67b6\u7ed9\u51fa\u7684\u6392\u540d\u524dn\u8282\u70b9\u7684\u6982\u7387\u4e4b\u548c\u7684\u6bd4\u4f8b<\/span>\uff08\u5176\u4e2dn\u4e3a\u6700\u5c0f\u62c6\u89e3\u96c6\u5408\u4e2d\u7684\u8282\u70b9\u6570\u76ee\uff09<\/span>\uff0c\u80fd\u591f\u63d0\u524d\u611f\u77e5\u7cfb\u7edf\u72b6\u6001\uff0c\u5b9e\u73b0\u7cfb\u7edf\u5d29\u6e83\u7684\u65e9\u671f\u9884\u8b66\u3002<\/span><\/p>\n

               <\/span><\/section>\n

<\/p>\n

\u56fe6. \u4e3a\u4ec0\u4e48\u9700\u8981\u4e00\u4e2a\u65e9\u671f\u9884\u8b66\u4fe1\u53f7\uff1f<\/span><\/section>\n

<\/section>\n

\u4f5c\u8005\u901a\u8fc7\u4e0d\u540c\u7684\u771f\u5b9e\u57fa\u7840\u8bbe\u65bd\u7f51\u7edc\u4e2d\u7684\u5b9e\u9a8c\u6765\u8bf4\u660e\uff0c\u901a\u8fc7\u6587\u7ae0\u4e2d\u7684\u6846\u67b6\u53ef\u4ee5\u5b9e\u73b0\u7cfb\u7edf\u5d29\u6e83\u7684\u6709\u6548\u9884\u6d4b\u3002\u5982\u56fe7\u6240\u793a\uff0c\u5bf9\u4e8e\u6b27\u6d32\u7535\u7f51\u3001\u5317\u7f8e\u7535\u7f51\u548c\u4f26\u6566\u516c\u5171\u4ea4\u901a\u7f51\u8fd9\u4e09\u79cd\u4e0d\u540c\u7684\u57fa\u7840\u8bbe\u65bd\u7f51\u7edc\uff0c\u901a\u8fc7\u672c\u6846\u67b6\u7684\u9884\u8b66\u4fe1\u53f7\u7ed9\u51fa\u7684\u9996\u6b21\u54cd\u5e94\u65f6\u95f4\uff0c\u80fd\u591f\u6709\u6548\u5730\u5728\u7cfb\u7edf\u5d29\u6e83\u6765\u4e34\u4e4b\u524d\u505a\u51fa\u63d0\u524d\u9884\u8b66\u3002<\/span><\/span><\/p>\n


<\/span><\/section>\n
<\/section>\n
\u56fe7. \u771f\u5b9e\u57fa\u7840\u8bbe\u65bd\u7f51\u7edc\u5d29\u6e83\u7684\u65e9\u671f\u9884\u8b66<\/span>
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\u4e0a\u8ff0\u53d1\u73b0\u4f7f\u5f97\u672c\u95ee\u9898\u63d0\u51fa\u7684GDM\u6846\u67b6\u4e0d\u4ec5\u53ef\u4ee5\u63d0\u4f9b\u4e00\u79cd\u6709\u6548\u7684\u7f51\u7edc\u62c6\u89e3\u65b9\u6848\uff0c\u66f4\u80fd\u4f30\u8ba1\u7531\u4e8e\u6301\u7eed\u635f\u5bb3\u800c\u53ef\u80fd\u5bfc\u81f4\u7684\u7cfb\u7edf\u5d29\u6e83\uff0c\u4e3a\u51b3\u7b56\u8005\u63d0\u4f9b\u5b9a\u91cf\u7684\u9884\u8b66\u4fe1\u53f7\uff0c\u4ee5\u89e6\u53d1\u5bf9\u7cfb\u7edf\u7d27\u6025\u60c5\u51b5\u7684\u53ca\u65f6\u54cd\u5e94<\/strong>\uff0c\u5728\u4f8b\u5982\u6c34\u7f51\u3001\u7535\u7f51\u3001\u901a\u4fe1\u548c\u516c\u5171\u4ea4\u901a\u7f51\u7edc\u7b49\u57fa\u7840\u8bbe\u65bd\u7f51\u7edc\u7684\u7ba1\u7406\u4e2d\u6709\u91cd\u8981\u5e94\u7528\u610f\u4e49\u3002<\/span><\/section>\n

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\u96c6\u667a\u5b66\u56ed\u7279\u9080\u9648\u5173\u8363\u3001\u6a0a\u745b\u3001\u5468\u8fdb\u3001\u674e\u7fd4\u3001\u5f20\u6c5f\u3001\u95eb\u5c0f\u52c7\u3001\u5218\u5b97\u534e\u3001\u77f3\u5ddd\u3001\u865e\u6587\u6b66\u3001\u8d75\u6d77\u5174\u3001\u53f2\u5b9a\u534e\u7b49\u7f51\u7edc\u79d1\u5b66\u4e13\u5bb6\u4f5c\u4e3a\u5bfc\u5e08\uff0c\u81ea10\u670816\u65e5\u8d77\u5f00\u5c55\u7cfb\u5217\u5728\u7ebf\u8bfe\u7a0b\uff0c\u4ecb\u7ecd\u590d\u6742\u7f51\u7edc\u7684\u5efa\u6a21\u4e0e\u5e94\u7528\u4ee5\u53ca\u76f8\u5173\u8bfe\u9898\u3002\u6b22\u8fce\u5e0c\u671b\u8fdb\u5165\u7f51\u7edc\u79d1\u5b66\u9886\u57df\u3001\u63d0\u9ad8\u7f51\u7edc\u5206\u6790\u80fd\u529b\u3001\u4e0e\u4e00\u7ebf\u4e13\u5bb6\u63a2\u8ba8\u95ee\u9898\u7684\u670b\u53cb\u62a5\u540d\u53c2\u52a0\uff01<\/span><\/section>\n

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

\u4ece\u6570\u5b66\u5efa\u6a21\u5230\u591a\u5b66\u79d1\u5e94\u7528\u2014\u2014\u7f51\u7edc\u79d1\u5b66\u00b7\u96c6\u667a\u8bfe\u5802\u5168\u65b0\u5347\u7ea7<\/a><\/span><\/strong><\/span><\/p>\n


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