{"id":27423,"date":"2021-07-01T18:08:47","date_gmt":"2021-07-01T10:08:47","guid":{"rendered":"https:\/\/swarma.org\/?p=27423"},"modified":"2021-07-01T18:08:47","modified_gmt":"2021-07-01T10:08:47","slug":"%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e5%8a%a9%e5%8a%9b%e7%bd%91%e7%bb%9c%e7%a7%91%e5%ad%a6%ef%bc%9a%e5%9f%ba%e4%ba%8e%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%9a%84%e7%a4%be%e5%8c%ba%e5%8f%91%e7%8e%b0","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=27423","title":{"rendered":"\u6df1\u5ea6\u5b66\u4e60\u52a9\u529b\u7f51\u7edc\u79d1\u5b66\uff1a\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u793e\u533a\u53d1\u73b0\u6700\u65b0\u7efc\u8ff0"},"content":{"rendered":"
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A Comprehensive Survey on Community Detection with Deep Learning<\/span><\/p>\n<\/section>\n<\/section>\n

\u8bba\u6587\u7f51\u5740\uff1a<\/span><\/p>\n

https:\/\/arxiv.org\/pdf\/2105.12584.pdf<\/span><\/p>\n<\/blockquote>\n


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\u8fd1\u65e5\uff0c\u6fb3\u5927\u5229\u4e9a\u9ea6\u8003\u745e\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662\u4eba\u5de5\u667a\u80fd\u4e0e\u6570\u636e\u79d1\u5b66\u5b9e\u9a8c\u5ba4\u8054\u5408\u4e2d\u79d1\u9662\u6570\u5b66\u4e0e\u7cfb\u7edf\u79d1\u5b66\u7814\u7a76\u6240\u3001\u6b66\u6c49\u5927\u5b66\u3001\u6fb3\u5927\u5229\u4e9a CSIRO \u5b9e\u9a8c\u5ba4\u3001\u5929\u6d25\u5927\u5b66\u3001\u4f0a\u5229\u8bfa\u4f0a\u5927\u5b66\u829d\u52a0\u54e5\u5206\u6821\u5171\u540c\u53d1\u8868\u4e86\u9898\u4e3a\u300cA Comprehensive Survey on Community Detection with Deep Learning\u300d\u7684\u7efc\u8ff0\u8bba\u6587\uff0c\u8be5\u8bba\u6587\u662f\u5bf9\u8be5\u56e2\u961f\u4e8e IJCAI 2020 \u4e0a\u53d1\u8868\u7684\u8bba\u6587\u300cDeep Learning for Community Detection: Progress, Challenges and Opportunities\u300d\u7684\u6269\u5c55\uff0c\u8be6\u7ec6\u7efc\u8ff0\u4e86\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u793e\u533a\u53d1\u73b0\u6700\u65b0\u7814\u7a76\u8fdb\u5c55\u3002<\/span><\/p>\n


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    \n

    <\/section>\n

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

    \u793e\u533a\u53d1\u73b0\u6280\u672f\u7684\u5c55\u5386\u53f2<\/strong><\/strong><\/p>\n<\/section>\n

    \n

    <\/section>\n

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

    <\/section>\n
    <\/section>\n
    \u56fe 3\uff1a\u793e\u533a\u53d1\u73b0\u6280\u672f\u53d1\u5c55\u65f6\u95f4\u8f74<\/span><\/section>\n

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    <\/span><\/section>\n
    <\/section>\n
    \u56fe 4\uff1a\u4f20\u7edf\u793e\u533a\u53d1\u73b0\u65b9\u6cd5\u53ca\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u65b9\u6cd5<\/span><\/section>\n

    <\/section>\n
    \u4f20\u7edf\u793e\u533a\u53d1\u73b0\u65b9\u6cd5<\/span><\/strong><\/section>\n

    <\/span><\/section>\n
    \u56fe\u5212\u5206<\/span><\/strong><\/section>\n

    <\/span><\/section>\n
    \u6b64\u7c7b\u65b9\u6cd5\u4e5f\u88ab\u79f0\u4e3a\u56fe\u805a\u7c7b\uff0c\u5b83\u5c06\u7f51\u7edc\u5212\u5206\u4e3a k \u4e2a\u793e\u533a\u3002\u805a\u7c7b\u7c07\u4e2d\u7684\u8fb9\u8981\u6bd4\u805a\u7c7b\u7c07\u4e4b\u95f4\u7684\u8fb9\u66f4\u4e3a\u7a20\u5bc6\u3002\u4ee3\u8868\u6027\u7684\u7b97\u6cd5\u5305\u62ec\uff1aKernighan-Lin \u542f\u53d1\u5f0f\u65b9\u6cd5\u3001\u8c31\u4e8c\u5206\u6cd5\u7b49\u3002\u6b64\u7c7b\u65b9\u6cd5\u5728\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\u4e2d\u4ecd\u7136\u88ab\u4f7f\u7528\u3002<\/span><\/section>\n

    <\/span><\/section>\n
    \u7edf\u8ba1\u63a8\u65ad<\/span><\/strong><\/span><\/section>\n

    <\/span><\/section>\n
    \u4ee3\u8868\u6027\u7684\u7b97\u6cd5\u4e3a\u968f\u673a\u5757\u6a21\u578b<\/span>\uff08SBM\uff09<\/span>\uff0c\u8fd9\u662f\u4e00\u7c7b\u88ab\u5e7f\u6cdb\u4f7f\u7528\u7684\u751f\u6210\u5f0f\u6a21\u578b\uff0c\u5b83\u5c06\u8282\u70b9\u5206\u914d\u5230\u793e\u533a\u4e2d\uff0c\u5e76\u63a7\u5236\u5b83\u4eec\u7684\u4f3c\u7136\u6982\u7387\u3002\u5176\u53d8\u4f53\u5305\u62ec\uff1aDCSBM\u3001MMB\u3001OSBM \u7b49\u3002<\/span><\/section>\n

    <\/span><\/section>\n
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    \u6b64\u7c7b\u65b9\u6cd5\u901a\u8fc7\u300c\u5206\u88c2\u5f0f\u300d\u3001\u300c\u51dd\u805a\u5f0f\u300d\u548c\u300c\u6df7\u5408\u5f0f\u300d\u4e09\u79cd\u65b9\u5f0f\u53d1\u73b0\u4e0d\u540c\u5c42\u6b21\u4e0a\u7684\u793e\u533a\u7ed3\u6784\u3002Girvan-Newman<\/span>\uff08GN\uff09<\/span>\u7b97\u6cd5\u901a\u8fc7\u5206\u88c2\u5f0f\u65b9\u6cd5\u4f9d\u6b21\u5220\u9664\u7f51\u7edc\u4e2d\u7684\u8fb9\u4ece\u800c\u53d1\u73b0\u65b0\u7684\u793e\u533a\uff0c\u8f93\u51fa\u4e00\u79cd\u5173\u4e8e\u793e\u533a\u7ed3\u6784\u7684\u5c42\u6b21\u5316\u6811\u72b6\u8868\u5f81\u3002FastQ \u662f\u4e00\u79cd\u51dd\u805a\u5f0f\u7b97\u6cd5\uff0c\u5b83\u9010\u6e10\u5c06\u8282\u70b9\u5408\u5e76\u4e3a\u4e00\u4e2a\u793e\u533a\u3002CDASS \u7b97\u6cd5\u540c\u65f6\u5e94\u7528\u4e86\u5206\u88c2\u5f0f\u548c\u51dd\u805a\u5f0f\u7b56\u7565\uff0c\u57fa\u4e8e\u7ed3\u6784\u76f8\u4f3c\u5ea6\u5bf9\u56fe\u8fdb\u884c\u5212\u5206\uff0c\u5e76\u5c06\u5176\u5408\u5e76\u4e3a\u5c42\u6b21\u5316\u7684\u793e\u533a\u3002<\/span><\/section>\n

    <\/span><\/section>\n
    \u52a8\u529b\u5b66\u65b9\u6cd5<\/span><\/strong><\/span><\/section>\n

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    <\/span><\/section>\n
    \u8c31\u805a\u7c7b<\/span><\/strong><\/span><\/section>\n

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    <\/span><\/section>\n
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    \u4f18\u5316\u65b9\u6cd5<\/span><\/strong><\/span><\/section>\n

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    \u793e\u533a\u53d1\u73b0\u65b9\u6cd5\u5229\u7528\u4f18\u5316\u7b97\u6cd5\u6765\u8fbe\u5230\u67d0\u4e2a\u6781\u503c\uff0c\u901a\u5e38\u671f\u671b\u6700\u5927\u5316\u7684\u8be5\u503c\u8868\u660e\u793e\u533a\u7684\u4f3c\u7136\u3002\u6700\u7ecf\u5178\u7684\u4f18\u5316\u51fd\u6570\u4e3a Modularity(Q) \u53ca\u5176\u53d8\u4f53\u3002\u5b83\u4eec\u88ab\u7528\u6765\u4f30\u8ba1\u7f51\u7edc\u5212\u5206\u5f97\u5230\u7684\u793e\u533a\u7ed3\u6784\u3002\u6b64\u5916\uff0cLouvain \u662f\u53e6\u4e00\u79cd\u8457\u540d\u7684\u4f18\u5316\u7b97\u6cd5\uff0c\u5b83\u91c7\u7528\u8282\u70b9\u79fb\u52a8\u7b56\u7565\u63d0\u53d6\u5177\u6709\u66f4\u5927\u7f51\u7edc\u6a21\u5757\u5ea6\u7684\u793e\u533a\u7ed3\u6784\u3002\u6b64\u5916\uff0c\u8d2a\u5a6a\u4f18\u5316\u65b9\u6cd5\u8fd8\u5305\u62ec\u6a21\u62df\u9000\u706b\u3001\u6781\u503c\u4f18\u5316\u3001\u4ee5\u53ca\u8c31\u4f18\u5316\u3002\u5bf9\u4e8e\u5c40\u90e8\u5b66\u4e60\u548c\u5168\u5c40\u641c\u7d22\u800c\u8a00\uff0c\u6709\u6548\u7684\u6f14\u5316\u793e\u533a\u53d1\u73b0\u65b9\u6cd5\u5206\u4e3a\u300c\u5355\u76ee\u6807\u4f18\u5316\u300d\u548c\u300c\u591a\u76ee\u6807\u4f18\u5316\u300d\u3002\u591a\u667a\u80fd\u4f53\u9057\u4f20\u7b97\u6cd5<\/span>\uff08MAGA-Net\uff09<\/span>\u7b49\u5355\u76ee\u6807\u4f18\u5316\u7b97\u6cd5\u5229\u7528\u4e86\u6a21\u5757\u5ea6\u51fd\u6570\uff0c\u800c Combo\u7b49\u7b97\u6cd5\u5219\u878d\u5408\u4e86\u5f52\u4e00\u5316\u4e92\u4fe1\u606f<\/span>(NMI)<\/span>\u3001Conductance\u5728\u5185\u7684\u591a\u4e2a\u4f18\u5316\u76ee\u6807\u3002CE-MOEA \u7b97\u6cd5\u57fa\u4e8e\u975e\u652f\u914d\u6392\u5e8f\u9057\u4f20\u7b97\u6cd5<\/span>\uff08NSGA-II\uff09<\/span>\u6765\u4f18\u5316\u6a21\u5757\u5ea6\u548c\u76f8\u4f3c\u6027\u76ee\u6807\u3002<\/span><\/section>\n

    <\/section>\n
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    <\/span><\/section>\n
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    <\/span><\/section>\n
    \n
      \n
    • \n
      \u57fa\u4e8e\u5377\u79ef\u7f51\u7edc\u7684\u793e\u533a\u53d1\u73b0<\/span><\/section>\n<\/li>\n
    • \n
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    • \n
      \u57fa\u4e8e\u751f\u6210\u5bf9\u6297\u7f51\u7edc<\/span>\uff08G<\/span>AN<\/span>\uff09\u7684\u793e\u533a\u53d1\u73b0<\/span><\/section>\n<\/li>\n
    • \n
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    • \n
      \u57fa\u4e8e\u6df1\u5ea6\u975e\u8d1f\u77e9\u9635\u5206\u89e3<\/span>\uff08DNMF\uff09<\/span>\u7684\u793e\u533a\u53d1\u73b0<\/span><\/section>\n<\/li>\n
    • \n
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      <\/section>\n
      \u57fa\u4e8e\u5377\u79ef\u7f51\u7edc\u7684\u793e\u533a\u53d1\u73b0<\/span><\/strong><\/section>\n

      <\/span><\/section>\n
      \u5377\u79ef\u7f51\u7edc\u662f\u4e00\u79cd\u4e3a\u7f51\u683c\u5f0f\u62d3\u6251\u6570\u636e\u63d0\u51fa\u7684\u524d\u9988\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc<\/span>\uff08DNN\uff09<\/span>\uff0c\u5176\u4e2d\u5377\u79ef\u5c42\u964d\u4f4e\u4e86\u8ba1\u7b97\u6210\u672c\uff0c\u800c\u6c60\u5316\u64cd\u4f5c\u4fdd\u8bc1\u4e86 CNN \u5728\u7279\u5f81\u8868\u8fbe\u4e0a\u7684\u9c81\u68d2\u6027\u3002\u56fe\u5377\u79ef\u7f51\u7edc<\/span>\uff08GCN\uff09<\/span>\u662f\u57fa\u4e8eCNN \u548c\u56fe\u7684\u5c40\u90e8\u8c31\u6ee4\u6ce2\u5668\u7684\u4e00\u9636\u8fd1\u4f3c\u63d0\u51fa\u7684\u7528\u4e8e\u56fe\u7ed3\u6784\u6570\u636e\u7684\u5377\u79ef\u7f51\u7edc\u3002<\/span><\/section>\n

      <\/section>\n
      \u57fa\u4e8e\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u7684\u793e\u533a\u53d1\u73b0<\/span><\/strong><\/span><\/section>\n

      <\/span><\/section>\n
      \u73b0\u6709\u7684\u57fa\u4e8e CNN \u7684\u793e\u533a\u53d1\u73b0\u65b9\u6cd5\u5728\u5b9e\u73b0 CNN \u7c7b\u6a21\u578b\u65f6\uff0c\u4e25\u683c\u9650\u5236\u5176\u8f93\u5165\u4e3a\u56fe\u50cf\u683c\u5f0f\u7684\u6570\u636e\uff0c\u5e76\u4e14\u662f\u6709\u6807\u7b7e\u6570\u636e\u3002\u56e0\u6b64\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u9700\u8981\u5bf9\u5176\u8f93\u5165\u8fdb\u884c\u9884\u5904\u7406\uff1a\uff081\uff09\u5c06\u7f51\u7edc\u6837\u672c\u6620\u5c04\u4e3a\u56fe\u50cf\u6570\u636e\u683c\u5f0f\uff082\uff09\u7531\u4e8e\u5927\u591a\u6570\u73b0\u5b9e\u4e16\u754c\u7684\u7f51\u7edc\u90fd\u6ca1\u6709\u6807\u7b7e\uff0c\u6240\u4ee5\u9700\u8981\u63d0\u524d\u624b\u52a8\u6807\u8bb0\u8282\u70b9\u6216\u793e\u533a\u3002\u56fe 5 \u5c55\u793a\u4e86\u57fa\u4e8e CNN \u7684\u793e\u533a\u53d1\u73b0\u65b9\u6cd5\u7684\u603b\u4f53\u6846\u67b6\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      <\/section>\n
      \u56fe 5\uff1a\u57fa\u4e8e CNN \u7684\u793e\u533a\u53d1\u73b0\u603b\u4f53\u6846\u67b6\u3002\u4e3b\u8981\u7684\u53d8\u4f53\u5305\u62ec\uff1aTIN\u3001ComNet-R \u7b49\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \u7531\u4e8e CNN \u53ea\u80fd\u5c06\u7c7b\u4f3c\u4e8e\u56fe\u50cf\u7684\u7f51\u683c\u6570\u636e\u4f5c\u4e3a\u8f93\u5165\uff0c\u56e0\u6b64\u6211\u4eec\u9996\u5148\u9700\u8981\u5728\u8282\u70b9\u6216\u8fb9\u7684\u5c42\u9762\u4e0a\u5bf9\u7f51\u7edc\u6570\u636e\u8fdb\u884c\u9884\u5904\u7406\u3002\u6211\u4eec\u901a\u8fc7\u591a\u4e2a CNN \u9690\u5c42\u5bf9 d \u7ef4\u9690\u85cf\u7279\u5f81\u8fdb\u884c\u5377\u79ef\u6620\u5c04\u3002\u6700\u7ec8\u901a\u8fc7\u5168\u8fde\u63a5\u5c42\u8f93\u51fa\u6bcf\u4e2a\u8282\u70b9\u6216\u6bcf\u6761\u8fb9\u7684\u7279\u5f81\u8868\u793a\uff0c\u5e76\u7528\u4e8e\u5206\u7c7b\u3002\u5c31\u8282\u70b9\u800c\u8a00\uff0c\u56fe 5 \u4e2d\u7684\u5de5\u4f5c\u6d411\u5c06\u793e\u533a\u5206\u7c7b\u4e3a k \u7c7b\uff0c\u5177\u6709\u76f8\u540c\u6807\u7b7e\u7684\u8282\u70b9\u4f1a\u88ab\u5212\u5206\u5230\u540c\u4e00\u4e2a\u793e\u533a\u4e2d\uff1b\u5c31\u8fb9\u800c\u8a00\uff0c\u5de5\u4f5c\u6d412\u5c06\u8fb9\u5206\u4e3a 2 \u7c7b<\/span>\uff08\u5373\u793e\u533a\u5185\u7684\u8fb9\u3001\u793e\u533a\u95f4\u7684\u8fb9\uff09<\/span>\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u901a\u8fc7\u5220\u9664\u793e\u533a\u95f4\u7684\u8fb9\u5f62\u6210\u793e\u533a\u7ed3\u6784\uff0c\u5e76\u4e14\u5c06\u5176\u53cd\u5411\u4f20\u64ad\u56de CNN \u5d4c\u5165\u8fdb\u884c\u4f18\u5316\uff0c\u4ece\u800c\u5f97\u5230\u6700\u4f73\u7684\u5ea6\u91cf\u7ed3\u679c\u3002<\/span><\/section>\n

      <\/section>\n
      \u57fa\u4e8e\u56fe\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08GCN\uff09\u7684\u793e\u533a\u53d1\u73b0<\/span><\/strong><\/span><\/section>\n

      <\/span><\/section>\n
      GCN \u5728\u6df1\u5ea6\u56fe\u5377\u79ef\u5c42\u4e2d\u805a\u5408\u8282\u70b9\u7684\u90bb\u57df\u4fe1\u606f\uff0c\u4ece\u5168\u5c40\u4e0a\u6355\u83b7\u7528\u4e8e\u793e\u533a\u53d1\u73b0\u7684\u590d\u6742\u7279\u5f81\u3002\u57fa\u4e8eGCN \u7684\u793e\u533a\u53d1\u73b0\u65b9\u6cd5\u6709\u4e24\u7c7b\uff1a<\/span><\/section>\n

      <\/span><\/section>\n
      \uff081\uff09\u76d1\u7763\/\u534a\u76d1\u7763\u793e\u533a\u5206\u7c7b<\/span><\/section>\n

      <\/span><\/section>\n
      \uff082\uff09\u57fa\u4e8e\u65e0\u76d1\u7763\u7f51\u7edc\u8868\u793a\u7684\u793e\u533a\u805a\u7c7b\u3002\u793e\u533a\u5206\u7c7b\u65b9\u6cd5\u53d7\u5230\u73b0\u5b9e\u4e16\u754c\u4e2d\u7f3a\u4e4f\u6807\u7b7e\u7684\u9650\u5236\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u901a\u8fc7\u77e9\u9635\u91cd\u6784\u548c\u76ee\u6807\u4f18\u5316\u7b49\u6280\u672f\uff0c\u7f51\u7edc\u8868\u793a\u53ef\u4ee5\u66f4\u7075\u6d3b\u5730\u5bf9\u793e\u533a\u8fdb\u884c\u805a\u7c7b\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      <\/section>\n
      \u56fe 6\uff1a\u57fa\u4e8e\u56fe\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\u793e\u533a\u53d1\u73b0\u603b\u4f53\u6846\u67b6\u3002\u4e3b\u8981\u7684\u53d8\u4f53\u5305\u62ec\uff1aLGNN\u3001MRFasGCN\u3001CommDGI\u3001NOCD \u7b49\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \u8be5\u4efb\u52a1\u7684\u8f93\u5165\u4e3a\u56fe\u7ed3\u6784\uff08A\uff09\u548c\u53ef\u83b7\u53d6\u7684\u8282\u70b9\u7279\u5f81\uff08X\uff09\u3002\u901a\u8fc7\u591a\u4e2a GCN \u5c42\uff0c\u57fa\u4e8e\u793e\u533a\u53d1\u73b0\u7684\u9700\u6c42\u5bf9\u56fe\u6f5c\u5728\u7279\u5f81\u8fdb\u884c\u5e73\u6ed1<\/span>\uff08\u4fe1\u606f\u805a\u5408\uff09<\/span>\u5904\u7406\u3002<\/span>(\u00b7)\u4e3a\u56fe\u8868\u793a\u5b66\u4e60\u7684\u6fc0\u6d3b\u51fd\u6570\u3002\u5982\u56fe 6 \u6240\u793a\uff0c\u57284\u6761\u5de5\u4f5c\u6d41\u4e2d\uff0c\u5de5\u4f5c\u6d411 \u548c 2 \u4f7f\u7528\u4e86\u6700\u7ec8\u7684\u8282\u70b9\u8868\u793a\uff0c\u800c 3 \u548c 4 \u53f7\u6846\u67b6\u5219\u4f7f\u7528\u4e86\u9690\u5c42\u4e2d\u7684\u7279\u5f81\u8868\u793a\u3002\u7ed9\u5b9a\u8282\u70b9\u6807\u7b7e\uff0c\u5de5\u4f5c\u6d411 \u57fa\u4e8e\u8282\u70b9\u5206\u7c7b\u7ed3\u679c\u5212\u5206\u793e\u533a\uff1b\u5de5\u4f5c\u6d412 \u57fa\u4e8e\u5d4c\u5165 H \u5bf9\u8282\u70b9\u8fdb\u884c\u805a\u7c7b\uff1b\u5de5\u4f5c\u6d413 \u901a\u8fc7\u4e92\u4fe1\u606f\u7b49\u8bc4\u4f30\u624b\u6bb5\u8fdb\u4e00\u6b65\u5bf9\u5d4c\u5165\u8fdb\u884c\u4f18\u5316\uff0c\u4ece\u800c\u5f97\u5230\u6700\u4f73\u7684\u793e\u533a\u5173\u7cfb\uff1b\u5de5\u4f5c\u6d414 \u5219\u540c\u65f6\u4f18\u5316\u805a\u7c7b\u7ed3\u679c\u548c\u8282\u70b9\u8868\u793a\u3002<\/span><\/section>\n

      <\/section>\n
      \u57fa\u4e8e\u56fe\u6ce8\u610f\u529b\u7f51\u7edc\uff08GAT\uff09\u7684\u793e\u533a\u53d1\u73b0<\/span><\/strong><\/section>\n

      <\/span><\/section>\n
      \u57fa\u4e8e\u56fe\u6ce8\u610f\u529b\u7f51\u7edc\u7684\u793e\u533a\u53d1\u73b0\u65b9\u6cd5\u53ef\u4ee5\u5728\u590d\u6742\u7684\u7f51\u7edc\u573a\u666f\u4e0b\u8fdb\u884c\u793e\u533a\u53d1\u73b0\u3002\u5982\u56fe 7 \u6240\u793a\uff0cGAT \u901a\u8fc7\u53ef\u8bad\u7ec3\u7684\u6743\u91cd\u805a\u5408\u90bb\u57df\u5185\u7684\u8282\u70b9\u7279\u5f81\uff0c\u8be5\u6743\u91cd\u901a\u8fc7\u8003\u8651\u591a\u79cd\u56e0\u7d20<\/span>\uff08\u5c24\u5176\u662f\u5bf9\u4e8e\u5177\u6709\u591a\u79cd\u5173\u7cfb\u7c7b\u578b\u7684\u7f51\u7edc\uff09<\/span>\u7684\u6ce8\u610f\u529b\u8ba1\u7b97\u800c\u6765\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      <\/section>\n
      \u56fe 7\uff1a\u57fa\u4e8e\u56fe\u6ce8\u610f\u529b\u7f51\u7edc\u7684\u793e\u533a\u53d1\u73b0\u603b\u4f53\u6846\u67b6\u3002\u4e3b\u8981\u7684\u53d8\u4f53\u5305\u62ec\uff1aDMGI\u3001MAGNN\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      GAT \u5728\u6bcf\u4e2a\u9690\u5c42 l \u4e2d\u4e3a\u6bcf\u4e2a\u8282\u70b9<\/span>\u53ca\u5176\u76f8\u8fde\u7684\u8282\u70b9<\/span>\u4e4b\u95f4\u5206\u914d\u6ce8\u610f\u529b\u7cfb\u6570<\/span>\uff08\u5982\u56fe 7 \u4e2d\u7eff\u8272\u3001\u84dd\u8272\u3001\u7d2b\u8272\u7684\u7bad\u5934\u6240\u793a\uff09<\/span>\u3002\u5411\u91cf<\/span>\u5c06\u805a\u5408\u6240\u6709\u53ef\u4ee5\u5f97\u5230\u7684\u4fe1\u606f\uff1a\uff081\uff09multiplex \u7f51\u7edc\u4e2d\u540c\u4e00\u5bf9\u8282\u70b9\u4e4b\u95f4\u7684\u591a\u79cd\u5173\u7cfb\uff082\uff09\u7f51\u7edc\u4e2d\u7684\u5f02\u6784\u8bed\u4e49\u5143\u8def\u5f84\u3002\u901a\u8fc7\u5c06\u5bf9\u4e8e\u793e\u533a\u7ed3\u6784\u7684\u5206\u6790\u6574\u5408\u5230 GAT \u8868\u5f81\u4e2d\uff0c\u6700\u540e\u8f93\u51fa\u5d4c\u5165 H \u7528\u4e8e\u5bf9\u793e\u533a\u8fdb\u884c\u805a\u7c7b\u3002<\/span><\/section>\n

      <\/section>\n
      \u57fa\u4e8e\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u7684\u793e\u533a\u53d1\u73b0<\/span><\/strong><\/section>\n

      <\/span><\/section>\n
      <\/section>\n
      \u56fe 8\uff1a\u57fa\u4e8e\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u7684\u793e\u533a\u53d1\u73b0\u603b\u4f53\u6846\u67b6\u3002\u4e3b\u8981\u7684\u53d8\u4f53\u5305\u62ec\uff1aJANE\u3001ProGAN\u3001CommunityGAN \u7b49\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      GAN \u901a\u8fc7\u751f\u6210\u5668<\/span>\u751f\u6210\u4eba\u9020\u6837\u672c Z \u6765\u6b3a\u9a97\u5224\u522b\u5668<\/span>\u3002\u5224\u522b\u5668\u5c06\u591a\u5c42\u611f\u77e5\u673a<\/span>\uff08MLP\uff09<\/span>\u3001\u56fe\u795e\u7ecf\u7f51\u7edc<\/span>\uff08GCN\uff09<\/span>\u7b49\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4f5c\u7528\u4e8e\u8868\u5f81\u4e0a\u3002\u56e0\u6b64\uff0c\u771f\u5b9e\u6837\u672c\u548c\u4eba\u9020\u6837\u672c\u4f1a\u901a\u8fc7\u7ade\u4e89\u535a\u5f08\u8fdb\u884c\u8c03\u4f18\uff0c\u4ece\u800c\u5f97\u5230\u6700\u4f18\u7684\u793e\u533a\u7279\u5f81\u3002GAN \u4e2d\u4f7f\u7528\u7684\u771f\u5b9e\u6837\u672c\u5305\u62ec\uff1a<\/span><\/section>\n

      <\/span><\/section>\n
      \uff081\uff09\u62d3\u6251\u7ed3\u6784 A\uff1b<\/span><\/section>\n
      \uff082\uff09\u62d3\u6251\u7ed3\u6784\u4e0e\u8282\u70b9\u7279\u5f81<\/span>\uff08A,X\uff09<\/span>\uff1b<\/span><\/section>\n
      \uff083\uff09\u8282\u70b9\u5d4c\u5165<\/span>\uff1b<\/span><\/section>\n
      \uff084\uff09\u8282\u70b9\u7684\u793e\u56e2\u5f52\u5c5e<\/span>\u3002\u6211\u4eec\u5728\u8868\u5f81\u4e2d\u5206\u6790\u7f51\u7edc\u62d3\u6251<\/span>\uff08\u4e09\u5143\u7ec4\u3001\u6d3e\u7cfb\u3001\u793e\u533a\uff09<\/span>\u6216\u76f4\u63a5\u5728 GAN \u4e2d\u5206\u6790\u5b83\u4eec\u3002\u8be5\u65b9\u6cd5\u5728\u878d\u5408\u7f51\u7edc\u62d3\u6251\u3001\u5c5e\u6027\u548c\u8868\u5f81\u7684\u8fc7\u7a0b\u4e2d\u53d1\u73b0\u793e\u533a\u3002<\/span><\/section>\n

      <\/section>\n
      \u57fa\u4e8e\u81ea\u7f16\u7801\u5668\uff08AE\uff09\u7684\u793e\u533a\u53d1\u73b0<\/span><\/strong><\/section>\n

      <\/span><\/section>\n
      \u81ea\u7f16\u7801\u5668<\/span>\uff08AE\uff09<\/span>\u6700\u5e38\u88ab\u7528\u4e8e\u65e0\u76d1\u7763\u793e\u533a\u53d1\u73b0\uff0c\u901a\u5e38\u88ab\u7528\u5230\u7684 AE \u53d8\u4f53\u5305\u62ec\u6808\u5f0f AE\u3001\u7a00\u758f AE\u3001\u53bb\u8e81 AE\u3001\u5377\u79ef AE\u3001\u53d8\u5206 AE\u3002AE \u53ef\u4ee5\u63cf\u7ed8\u975e\u7ebf\u6027\u7684\u3001\u5e26\u566a\u58f0\u7684\u771f\u5b9e\u4e16\u754c\u7f51\u7edc\uff0c\u5e76\u751f\u6210\u5e73\u6ed1\u7684\u8868\u5f81\u3002\u901a\u7528\u7684 AE \u67b6\u6784\u7531\u4e00\u4e2a\u7f16\u7801\u5668\u548c\u4e00\u4e2a\u89e3\u7801\u5668\u7ec4\u6210\u3002\u7f16\u7801\u5668\u5c06\u7f51\u7edc\u7ed3\u6784\u548c\u53ef\u83b7\u53d6\u7684\u8bed\u4e49\u4fe1\u606f\u6620\u5c04\u5230\u4e00\u4e2a\u4f4e\u7ef4\u6f5c\u5728\u7a7a\u95f4\u4e2d\u3002\u89e3\u7801\u5668\u5219\u6839\u636e\u7f16\u7801\u5f97\u5230\u7684\u8868\u793a\u91cd\u6784\u4e00\u4e2a\u7f51\u7edc\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      <\/section>\n
      \u56fe 9\uff1a\u57fa\u4e8e\u6808\u5f0f\u81ea\u7f16\u7801\u5668\u7684\u793e\u533a\u53d1\u73b0\u603b\u4f53\u6846\u67b6\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \u6808\u5f0f AE \u5728\u591a\u4e2a\u9690\u5c42\u4e2d\u5c06\u4e00\u7ec4 AE \u5806\u53e0\u8d77\u6765\uff0c\u4ee5\u66f4\u52a0\u7075\u6d3b\u5730\u5904\u7406\u4e30\u5bcc\u7684\u8f93\u5165\u3002\u56fe 9 \u603b\u7ed3\u51fa 5 \u79cd\u5177\u6709\u4ee3\u8868\u6027\u7684\u5de5\u4f5c\u6d41\u7a0b\uff0c\u5176\u5206\u522b\u8003\u8651\u4e86\u9759\u6001\u56fe\u3001\u52a8\u6001\u56fe\u3001\u8de8\u57df\u56fe\u3001\u5f02\u6784\u56fe\u4e2d\u591a\u79cd\u793e\u533a\u6210\u5458\u7684\u4fe1\u606f\u3002\u5728 5 \u79cd\u5de5\u4f5c\u6d41\u7a0b\u4e2d\uff0c\u90fd\u4f1a\u4f7f\u7528\u6210\u5bf9\u7ea6\u675f\u548c\u91cd\u5efa\u635f\u5931\u8fdb\u884c\u4f18\u5316\u3002<\/span><\/section>\n

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

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      \n
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      \n

      <\/strong><\/strong>\u516c\u5f00\u7684\u8d44\u6e90<\/strong><\/strong><\/span><\/p>\n<\/section>\n

      \n

      <\/section>\n

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


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

      <\/section>\n

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

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      \n

      <\/section>\n

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


      <\/p>\n


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      \u5982\u56fe 13 \u6240\u793a\uff0c\u793e\u533a\u53d1\u73b0\u6280\u672f\u5df2\u88ab\u5e94\u7528\u4e8e\u5404\u79cd\u5404\u6837\u7684\u4efb\u52a1\u548c\u9886\u57df\uff0c\u4f8b\u5982\uff1a<\/span><\/section>\n

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      \uff082\uff09\u751f\u7269\u5316\u5b66\uff1a\u8282\u70b9\u4ee3\u8868\u5316\u5408\u7269\u548c\u5206\u5b50\u56fe\u4e2d\u7684\u86cb\u767d\u8d28\u6216\u539f\u5b50\uff0c\u8fb9\u4ee3\u8868\u5b83\u4eec\u4e4b\u95f4\u7684\u4ea4\u4e92\u3002\u793e\u533a\u53d1\u73b0\u53ef\u4ee5\u8bc6\u522b\u5728\u5668\u5b98\u4e2d\u8d77\u4f5c\u7528\u7684\u65b0\u86cb\u767d\u7684\u514d\u75ab\u590d\u5408\u7269\u3001\u5316\u5408\u7269\uff0c\u6216\u75be\u75c5\u7684\u75c5\u7406\u56e0\u7d20\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \uff083\uff09\u5728\u7ebf\u793e\u4ea4\u7f51\u7edc\uff1a\u5206\u6790\u5728\u7ebf\u793e\u4ea4\u6d3b\u52a8\u53ef\u4ee5\u8bc6\u522b\u5728\u7ebf\u793e\u533a\uff0c\u5e76\u5c06\u5b83\u4eec\u4e0e\u73b0\u5b9e\u4e16\u754c\u8054\u7cfb\u8d77\u6765\u3002Facebook\u3001Twitter \u548c LinkedIn \u7b49\u5728\u7ebf\u793e\u4ea4\u7f51\u7edc\u63ed\u793a\u4e86\u5728\u7ebf\u7528\u6237\u4e4b\u95f4\u76f8\u4f3c\u7684\u5174\u8da3\uff0c\u4ece\u800c\u81ea\u52a8\u7ed9\u51fa\u4e2a\u4eba\u7684\u504f\u597d\u3002\u540c\u65f6\uff0c\u793e\u533a\u53d1\u73b0\u6280\u672f\u53ef\u4ee5\u7528\u4e8e\u5728\u7ebf\u9690\u79c1\u4fdd\u62a4\uff0c\u57fa\u4e8e\u5728\u7ebf\u793e\u4f1a\u884c\u4e3a\u8bc6\u522b\u7f6a\u72af\u7b49\u573a\u666f\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \uff084\uff09\u793e\u533a\u6b3a\u9a97\uff1a\u4e3a\u4e86\u7ed5\u5f00\u793e\u533a\u53d1\u73b0\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u793e\u533a\u6b3a\u9a97\u6280\u672f\u8986\u76d6 Facebook \u7b49\u793e\u4ea4\u7f51\u7edc\u4e2d\u7684\u4e00\u7ec4\u7528\u6237\u3002\u6709\u7684\u793e\u533a\u6b3a\u9a97\u6d3b\u52a8\u5bf9\u865a\u62df\u793e\u533a\u6709\u5bb3\uff0c\u4e5f\u6709\u7684\u793e\u533a\u6b3a\u9a97\u6d3b\u52a8\u662f\u51fa\u4e8e\u6b63\u5f53\u5229\u76ca\u7684\u8003\u8651\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \uff085\uff09\u793e\u533a\u641c\u7d22\uff1a\u793e\u533a\u641c\u7d22\u65e8\u5728\u641c\u7d22\u4f9d\u8d56\u4e8e\u793e\u533a\u7ed3\u6784\u7684\u8282\u70b9\u3002\u4f8b\u5982\uff0c\u641c\u7d22\u7528\u6237\u6240\u5728\u5174\u8da3\u793e\u533a\u7684\u5176\u4ed6\u6210\u5458\u3002<\/span><\/section>\n

      <\/section>\n

      <\/section>\n

      \n
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      <\/section>\n

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

      <\/strong><\/strong>\u672a\u6765\u7684\u7814\u7a76\u65b9\u5411<\/strong><\/strong><\/span><\/p>\n<\/section>\n

      \n

      <\/section>\n

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


      <\/p>\n

      \u5c3d\u7ba1\u6df1\u5ea6\u5b66\u4e60\u6781\u5927\u4fc3\u8fdb\u4e86\u793e\u533a\u53d1\u73b0\u9886\u57df\u7814\u7a76\u7684\u7e41\u8363\uff0c\u4f46\u662f\u76ee\u524d\u4ecd\u7136\u5b58\u5728\u8bb8\u591a\u6709\u5f85\u89e3\u51b3\u7684\u95ee\u9898\uff1a<\/span><\/section>\n

      <\/span><\/section>\n
      \uff081\uff09\u672a\u77e5\u7684\u793e\u533a\u6570\u91cf\uff1a\u73b0\u5b9e\u4e16\u754c\u4e2d\u5b58\u5728\u5927\u91cf\u65e0\u6807\u7b7e\u6570\u636e\uff0c\u56e0\u6b64\u793e\u533a\u7684\u6570\u91cf\u662f\u672a\u77e5\u7684\u3002\u73b0\u6709\u7684\u65e0\u76d1\u7763\u793e\u533a\u53d1\u73b0\u65b9\u6cd5\u8981\u6c42\u6211\u4eec\u4e8b\u5148\u6307\u5b9a\u9700\u8981\u68c0\u6d4b\u51fa\u7684\u793e\u533a\u6570\u91cf\uff0c\u800c\u8fd9\u5f80\u5f80\u662f\u4e0d\u53ef\u884c\u7684\u3002\u6211\u4eec\u9700\u8981\u4f7f\u7528\u4e00\u79cd\u6709\u6548\u7684\u65b9\u6cd5\u6765\u5904\u7406\u8fd9\u79cd\u7531\u4e8e\u7f3a\u4e4f\u77e5\u8bc6\u800c\u9020\u6210\u7684\u60c5\u51b5\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \uff082\uff09\u793e\u533a\u5d4c\u5165\uff1a\u4f20\u7edf\u7684\u8282\u70b9\u5d4c\u5165\u65b9\u6cd5\u4f1a\u4fdd\u7559\u76f4\u63a5\u76f8\u8fde\u6216\u5728\u4f4e\u7ef4\u7a7a\u95f4\u4e2d\u62e5\u6709\u8bb8\u591a\u5171\u540c\u90bb\u5c45\u7684\u8282\u70b9\uff0c\u4f46\u662f\u5728\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u5374\u5f88\u5c11\u5229\u7528\u793e\u533a\u7ed3\u6784\u3002\u4e3a\u6b64\uff0c\u793e\u533a\u53d1\u73b0\u9700\u8981\u5f15\u5165\u80fd\u591f\u611f\u77e5\u793e\u533a\u7ed3\u6784\u7684\u5b66\u4e60\u8fc7\u7a0b\u6765\u8868\u5f81\u793e\u533a\u4fe1\u606f\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \uff083\uff09\u5c42\u6b21\u5316\u7f51\u7edc\uff1aWeb \u7b49\u7f51\u7edc\u901a\u5e38\u5177\u6709\u4e0d\u540c\u89c4\u6a21\u7684\u793e\u533a\u7684\u6811\u72b6\u7ec4\u7ec7\u7ed3\u6784\u3002\u56e0\u6b64\uff0c\u793e\u533a\u53d1\u73b0\u9700\u8981\u5177\u6709\u4ece\u4f4e\u5230\u9ad8\u7684\u5c42\u6b21\u5316\u8fc7\u7a0b\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \uff084\uff09\u591a\u5c42\u7f51\u7edc\uff1a\u5b9e\u4f53\u603b\u662f\u4ee5\u591a\u79cd\u65b9\u5f0f\u8fdb\u884c\u4ea4\u4e92\uff0c\u591a\u5c42\u7f51\u7edc\u63d0\u4f9b\u4e86\u4e00\u79cd\u901a\u7528\u7684\u591a\u5c42\u6846\u67b6\uff0c\u5c06\u4e00\u7ec4\u5b9e\u4f53\u4e4b\u95f4\u7684\u591a\u79cd\u4ea4\u4e92\u7c7b\u578b\u8868\u5f81\u4e3a\u4e0d\u540c\u7684\u7f51\u7edc\u5c42\u3002\u6211\u4eec\u9700\u8981\u9002\u5f53\u8003\u8651\u4ea4\u4e92\u7c7b\u578b\u4e4b\u95f4\u7684\u5dee\u5f02\u3001\u5c42\u95f4\u4e0d\u540c\u7684\u7a00\u758f\u5ea6\u3001\u5c42\u95f4\u53ef\u80fd\u7684\u8fde\u63a5\u3001\u4ee5\u53ca\u65b9\u6cd5\u5728\u5c42\u6570\u65b9\u9762\u7684\u53ef\u6269\u5c55\u6027\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \uff085\uff09\u5f02\u6784\u7f51\u7edc\uff1a\u4e3a\u4e86\u51c6\u786e\u5730\u63cf\u8ff0\u73b0\u5b9e\uff0c\u7f51\u7edc\u9700\u8981\u5305\u542b\u8868\u5f81\u4e0d\u540c\u7c7b\u578b\u5b9e\u4f53\u4e4b\u95f4\u5173\u7cfb\u7684\u5f02\u6784\u4fe1\u606f\u3002\u7531\u4e8e\u7f3a\u4e4f\u5efa\u6a21\u590d\u6742\u7ed3\u6784\u548c\u8bed\u4e49\u4fe1\u606f\u7684\u80fd\u529b\uff0c\u9488\u5bf9\u540c\u6784\u7f51\u7edc\u8bbe\u8ba1\u7684\u793e\u533a\u53d1\u73b0\u65b9\u6cd5\u5f80\u5f80\u4e0d\u9002\u7528\u4e8e\u5f02\u6784\u7f51\u7edc\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \uff086\uff09\u7f51\u7edc\u5f02\u8d28\u6027\uff1a\u76f8\u8fde\u7684\u8282\u70b9\u4e5f\u53ef\u80fd\u4ece\u5c5e\u4e8e\u4e0d\u540c\u7684\u793e\u533a\uff0c\u6216\u5177\u6709\u4e0d\u76f8\u4f3c\u7684\u7279\u5f81\u3002\u5bf9\u793e\u533a\u53d1\u73b0\u4efb\u52a1\u800c\u8a00\uff0c\u8de8\u793e\u533a\u76f8\u8fde\u7684\u8fb9\u754c\u8282\u70b9\u5f80\u5f80\u5177\u6709\u8fd9\u79cd\u5c5e\u6027\u3002\u6355\u83b7\u7f51\u7edc\u5f02\u8d28\u6027\u53ef\u4ee5\u4e3a\u793e\u533a\u53d1\u73b0\u4efb\u52a1\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u4fe1\u606f\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \uff087\uff09\u62d3\u6251\u4e0d\u5b8c\u5907\u7684\u7f51\u7edc\uff1a\u5728\u73b0\u5b9e\u573a\u666f\u4e0b\uff0c\u5e76\u4e0d\u4e00\u5b9a\u603b\u662f\u80fd\u591f\u83b7\u53d6\u8282\u70b9\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u56e0\u6b64\u7f51\u7edc\u7684\u62d3\u6251\u7ed3\u6784\u5f80\u5f80\u662f\u4e0d\u5b8c\u6574\u7684\u3002\u6839\u636e\u6709\u9650\u7684\u62d3\u6251\u4fe1\u606f\u83b7\u53d6\u6709\u610f\u4e49\u7684\u793e\u533a\u77e5\u8bc6\u5bf9\u4e8e\u8fd9\u79cd\u60c5\u51b5\u81f3\u5173\u91cd\u8981\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \uff088\uff09\u8de8\u57df\u7f51\u7edc\uff1a\u5404\u4e2a\u8282\u70b9\u4e4b\u95f4\u4e0d\u540c\u7c7b\u578b\u7684\u4ea4\u4e92\u53ef\u4ee5\u7528\u4e0d\u540c\u7684\u7f51\u7edc<\/span>\uff08\u57df\uff09<\/span>\u6765\u63cf\u8ff0\u3002\u7531\u4e8e\u5229\u7528\u6765\u81ea\u76f8\u5173\u6e90\u57df\u7684\u4e30\u5bcc\u4fe1\u606f\u6709\u52a9\u4e8e\u63d0\u5347\u7f51\u7edc\u5b66\u4e60\u7684\u6027\u80fd\uff0c\u6211\u4eec\u53ef\u4ee5\u5f00\u53d1\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u63d0\u5347\u76ee\u6807\u57df\u793e\u533a\u53d1\u73b0\u4efb\u52a1\u7684\u6027\u80fd\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \uff089\uff09\u591a\u5c5e\u6027\u89c6\u56fe\u7f51\u7edc\uff1a\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u7f51\u7edc\u6bd4\u5b9e\u9a8c\u73af\u5883\u4e0b\u7684\u7f51\u7edc\u5f80\u5f80\u66f4\u52a0\u590d\u6742\u3002\u591a\u5c5e\u6027\u8bc6\u56fe\u7f51\u7edc\u63d0\u4f9b\u4e86\u4e00\u79cd\u6839\u636e\u591a\u4e2a\u89c6\u56fe\u63cf\u8ff0\u5173\u7cfb\u4fe1\u606f\u7684\u89c6\u89d2\uff0c\u6bcf\u4e2a\u89c6\u56fe\u90fd\u5305\u542b\u4e00\u79cd\u8282\u70b9\u5c5e\u6027\u3002\u5229\u7528\u5404\u4e2a\u89c6\u56fe\u4e4b\u95f4\u7684\u4e92\u8865\u6027\uff0c\u53ef\u4ee5\u63d0\u5347\u793e\u533a\u53d1\u73b0\u7684\u6027\u80fd\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \uff0810\uff09\u5e26\u7b26\u53f7\u7684\u7f51\u7edc\uff1a\u5e76\u4e0d\u662f\u6240\u6709\u8fde\u63a5\u5173\u7cfb\u90fd\u4f1a\u4f7f\u8282\u70b9\u66f4\u63a5\u8fd1\u3002\u8fb9\u7684\u8bed\u4e49\u5173\u7cfb\u7684\u533a\u522b\u53ef\u4ee5\u7528\u7b26\u53f7\u6765\u523b\u753b\u3002\u7531\u4e8e\u6b63\u8fde\u63a5\u548c\u8d1f\u8fde\u63a5\u5bf9\u8282\u70b9\u7684\u5f71\u54cd\u5dee\u5f02\u8f83\u5927\uff0c\u4ee5\u5f80\u5728\u65e0\u7b26\u53f7\u7f51\u7edc\u4e0a\u8bbe\u8ba1\u7684\u793e\u533a\u53d1\u73b0\u65b9\u6cd5\u5e76\u4e0d\u9002\u7528\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \uff0811\uff09\u52a8\u6001\u7f51\u7edc\uff1a\u7f51\u7edc\u4e0d\u662f\u9759\u6001\u7684\uff0c\u800c\u662f\u968f\u7740\u7f51\u7edc\u7ed3\u6784\u548c\u65f6\u5e8f\u8bed\u4e49\u7279\u5f81\u7684\u6025\u5267\u53d8\u5316\u800c\u6f14\u53d8\u7684\u3002\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5e94\u8be5\u5feb\u901f\u6355\u83b7\u7f51\u7edc\u4e0a\u53d1\u751f\u7684\u53d8\u5316\uff0c\u4ee5\u63a2\u7d22\u793e\u533a\u7684\u6f14\u5316\u60c5\u51b5\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \uff0812\uff09\u5927\u89c4\u6a21\u7f51\u7edc\uff1a\u5927\u89c4\u6a21\u7f51\u7edc\u53ef\u80fd\u5305\u542b\u6570\u767e\u4e07\u4e2a\u8282\u70b9\u3001\u8fb9\u548c\u793e\u533a\u7b49\u7ed3\u6784\u6a21\u5f0f\u3002\u5b83\u4eec\u56fa\u6709\u7684\u5c3a\u5ea6\u7279\u5f81\u4f1a\u5f71\u54cd\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5728\u793e\u533a\u53d1\u73b0\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\u3002\u53ef\u6269\u5c55\u6027\u662f\u6df1\u5ea6\u5b66\u4e60\u5728\u5927\u89c4\u6a21\u7f51\u7edc\u73af\u5883\u4e2d\u5b9e\u73b0\u793e\u533a\u68c0\u6d4b\u7684\u5173\u952e\u95ee\u9898\u3002\u6211\u4eec\u5e0c\u671b\u5f00\u53d1\u4e00\u79cd\u9c81\u68d2\u800c\u7075\u6d3b\u7684\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\uff0c\u4ece\u800c\u5b9e\u73b0\u9ad8\u6027\u80fd\u534f\u540c\u8ba1\u7b97\u3002<\/span><\/section>\n

      <\/section>\n

      <\/section>\n

      \n
      \n
      \n
      \n
      \n

      \u7f51\u7edc\u79d1\u5b66\u96c6\u667a\u8bfe\u5802\u7b2c\u4e8c\u671f\u62a5\u540d\u4e2d\uff0c<\/strong><\/p>\n

      \u63a2\u7d22\u7f51\u7edc\u52a8\u529b\u5b66<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


      <\/section>\n<\/h2>\n
      \u7f51\u7edc\u79d1\u5b66\u7ecf\u8fc7\u4e8c\u5341\u5e74\u84ec\u52c3\u53d1\u5c55\u540e\uff0c\u5c06\u8fdb\u5165\u4e86\u4e0b\u4e00\u4e2a\u5173\u952e\u7684\u5341\u5e74\u3002\u5728\u65b0\u7684\u53d1\u5c55\u9636\u6bb5\uff0c\u7f51\u7edc\u79d1\u5b66\u8feb\u5207\u9700\u8981\u66f4\u591a\u6570\u7406\u4eba\u624d\u7684\u52a0\u5165\uff0c\u4e3a\u5b9a\u91cf\u5316\u5730\u63cf\u8ff0\u590d\u6742\u7cfb\u7edf\u7684\u7ed3\u6784\u548c\u52a8\u529b\u5b66\u505a\u51fa\u8de8\u5b66\u79d1\u7684\u52aa\u529b\u3002\u76f8\u4fe1\u968f\u7740\u66f4\u591a\u6570\u5b66\u7406\u8bba\u548c\u5de5\u5177\u7684\u5f15\u5165\uff0c\u7f51\u7edc\u79d1\u5b66\u5fc5\u5c06\u80fd\u5bf9\u66f4\u591a\u7684\u73b0\u8c61\u8fdb\u884c\u66f4\u8d34\u5408\u5b9e\u9645\u7684\u5efa\u6a21\u548c\u5206\u6790\uff0c\u9884\u671f\u4f1a\u6536\u83b7\u66f4\u4e30\u76db\u7684\u6210\u679c\u3002<\/span><\/section>\n
       <\/span><\/section>\n
      \u96c6\u667a\u5b66\u56ed\u5728 2021 \u5e74 2 \u6708\u63a8\u51fa\u4e86\u7f51\u7edc\u79d1\u5b66\u96c6\u667a\u8bfe\u5802\u7b2c\u4e8c\u671f\uff0c\u672c\u671f\u8bfe\u7a0b\u4ee5\u300a\u7f51\u7edc\u79d1\u5b66\u5bfc\u8bba\u300b\u6559\u6750\u4e3a\u6846\u67b6\uff0c\u9080\u8bf7\u4e86\u9648\u5173\u8363\u3001\u9879\u6797\u82f1\u3001\u6a0a\u745b\u3001\u5ba3\u7426\u3001\u674e\u7fd4\u3001\u53f2\u5b9a\u534e\u3001\u674e\u806a\u3001\u8363\u667a\u6d77\u3001\u5468\u8fdb\u3001\u738b\u7433<\/strong>\u5341\u4f4d\u7f51\u7edc\u79d1\u5b66\u4e13\u5bb6\u4f5c\u4e3a\u5bfc\u5e08\uff0c\u4ee5\u7f51\u7edc\u52a8\u529b\u5b66\u4e3a\u6838\u5fc3\uff0c\u8054\u7cfb\u5176\u4e0e\u7f51\u7edc\u7ed3\u6784\u4e0e\u529f\u80fd\u7684\u5173\u7cfb\u3002\u4ece\u4e00\u4e2a\u66f4\u52a0\u52a8\u6001\u7684\u89c6\u89d2\u770b\u5f85\u548c\u7814\u7a76\u7f51\u7edc\u95ee\u9898\u3002<\/span><\/section>\n
       <\/span><\/section>\n
      \u540c\u65f6\uff0c\u6211\u4eec\u4f1a\u7ed9\u5b66\u5458\u5145\u5206\u53d1\u6325\u806a\u660e\u624d\u667a\u3001\u5c55\u793a\u4e2a\u4eba\u9b45\u529b\u5e76\u8d62\u53d6\u5956\u5b66\u91d1\u7684\u673a\u4f1a\u3002\u9f13\u52b1\u5b66\u5458\u7533\u8bf7\u9886\u8bfb\u4e66\u4e2d\u7684\u7ae0\u8282\u548c\u76f8\u5173\u8bba\u6587\uff0c\u5f15\u9886\u5927\u5bb6\u8fdb\u884c\u66f4\u6df1\u5165\u7ec6\u5316\u7684\u5b66\u4e60\u3002<\/span><\/section>\n
       <\/span><\/section>\n
      \u201c\u96c6\u667a\u8bfe\u5802\u201d\u7684\u4e3b\u65e8\u5c31\u662f\u96c6\u5927\u5bb6\u4e4b\u667a\uff0c\u6d8c\u4e2a\u4f53\u4e4b\u73b0\uff0c\u8ba9\u6bcf\u4e2a\u53c2\u4e0e\u8005\uff0c\u4ece\u5b66\u5458\u5230\u6559\u6388\u90fd\u53ef\u4ee5\u4ece\u8fd9\u4e2a\u8bfe\u5802\u4e0a\u53d7\u76ca\u3002\u5982\u679c\u4f60\u5bf9\u7f51\u7edc\u79d1\u5b66\u611f\u5174\u8da3\uff0c\u9700\u8981\u5b66\u4e60\u7f51\u7edc\u79d1\u5b66\u76f8\u5173\u77e5\u8bc6\u548c\u6280\u80fd\uff0c\u6b22\u8fce\u4f60\u52a0\u5165\u6211\u4eec\uff01<\/span><\/section>\n
       <\/span><\/section>\n

      \u8bfe\u7a0b\u76ee\u7684<\/span><\/strong><\/span><\/p>\n

      \u672c\u8bfe\u7a0b\u53ef\u4ee5\u5e2e\u52a9\u4f60\uff1a<\/span><\/section>\n
      1. \u521d\u6b65\u6784\u5efa\u8f83\u4e3a\u5b8c\u5584\u7684\u7f51\u7edc\u79d1\u5b66\u77e5\u8bc6\u4f53\u7cfb\uff0c\u4e3a\u4f60\u7684\u77e5\u8bc6\u6846\u67b6\u589e\u52a0\u65b0\u7684\u601d\u7ef4\u548c\u5206\u6790\u5de5\u5177\uff1b<\/span><\/section>\n
      2. \u4e86\u89e3\u7f51\u7edc\u52a8\u529b\u5b66\u7684\u57fa\u7840\u4e0e\u524d\u6cbf\u7814\u7a76\uff1b<\/span><\/section>\n
      3. \u6709\u610f\u8bc6\u5730\u6253\u9020\u4f60\u81ea\u5df1\u7684\u601d\u7ef4\u6846\u67b6\uff0c\u68b3\u7406\u95ee\u9898\uff0c\u63d0\u70bc\u6a21\u578b\uff1b<\/span><\/section>\n
       <\/span><\/section>\n
      \u6211\u4eec\u5e0c\u671b\u4f60<\/span><\/section>\n
      1. \u5bf9\u7f51\u7edc\u79d1\u5b66\u3001\u4ea4\u53c9\u5b66\u79d1\u7814\u7a76\u611f\u5174\u8da3\uff0c\u4e0d\u6b62\u4e8e\u79d1\u666e<\/span><\/section>\n
      2. \u5177\u6709\u4e00\u5b9a\u7684\u62bd\u8c61\u601d\u7ef4\u80fd\u529b\u4e0e\u7f16\u7a0b\u57fa\u7840<\/span><\/section>\n
      3. \u5177\u5907\u4e00\u5b9a\u7684\u79d1\u7814\u7ecf\u9a8c\u548c\u79d1\u7814\u80fd\u529b<\/span><\/section>\n
       <\/span><\/section>\n
      \u62a5\u540d\uff08\u957f\u671f\u6709\u6548\uff09\uff1a<\/span><\/strong><\/span><\/section>\n

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


      <\/p>\n

      \u7b2c\u4e00\u6b65\uff1a\u626b\u7801\u4ed8\u8d39<\/span><\/p>\n

      \u7b2c\u4e8c\u6b65\uff1a\u5728\u8bfe\u7a0b\u8be6\u60c5\u9875\u9762\uff0c\u586b\u5199\u201c\u5b66\u5458\u767b\u8bb0\u8868\u201d<\/span><\/p>\n

      \u7b2c\u4e09\u6b65\uff1a\u626b\u7801\u6dfb\u52a0\u52a9\u6559\u5fae\u4fe1\uff0c\u5165\u7fa4<\/span><\/p>\n

      \u672c\u8bfe\u7a0b\u53ef\u5f00\u53d1\u7968\u3002<\/span><\/section>\n
       <\/span><\/section>\n
      \u8be6\u60c5\u8bf7\u70b9\u51fb\uff1a<\/span><\/strong><\/section>\n
      2021\u91cd\u78c5\u65b0\u8bfe\uff1a\u63a2\u7d22\u7f51\u7edc\u52a8\u529b\u5b66\u2014\u2014\u7f51\u7edc\u79d1\u5b66\u7b2c\u4e8c\u671f<\/strong><\/a>
      <\/section>\n
       <\/span><\/section>\n


      <\/p>\n

      \n

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