{"id":20520,"date":"2020-07-31T18:55:46","date_gmt":"2020-07-31T10:55:46","guid":{"rendered":"https:\/\/swarma.org\/?p=20520"},"modified":"2020-07-31T18:55:46","modified_gmt":"2020-07-31T10:55:46","slug":"%e7%bd%91%e7%bb%9c%e9%87%8d%e6%9e%84%e7%bb%8f%e5%85%b8%e8%ae%ba%e6%96%87%ef%bc%9anri%e7%a5%9e%e7%bb%8f%e5%85%b3%e7%b3%bb%e6%8e%a8%e7%90%86%e6%a8%a1%e5%9e%8b-%e8%ae%ba%e6%96%87%e7%ac%94%e8%ae%b0","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=20520","title":{"rendered":"\u7f51\u7edc\u91cd\u6784\u7ecf\u5178\u8bba\u6587\uff1aNRI\u795e\u7ecf\u5173\u7cfb\u63a8\u7406\u6a21\u578b | \u8bba\u6587\u7b14\u8bb0"},"content":{"rendered":"
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\u5bfc\u8bed<\/span><\/strong><\/span><\/section>\n
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\u8fd9\u7bc7\u6587\u7ae0\u53d1\u8868\u4e8e2018\u5e74\uff0c\u4f5c\u8005\u662f\u56fe\u7f51\u7edc\u9886\u57df\u7684\u4ee3\u8868\u4eba\u7269\u4e4b\u4e00Kipf\uff0c\u540c\u65f6\u4e5f\u662f\u56fe\u5377\u79ef\u7f51\u7edc\u7684\u4f5c\u8005\u3002\u8fd9\u7bc7\u8bba\u6587\u9996\u6b21\u5728\u5b66\u4e60\u52a8\u529b\u5b66\u7684\u540c\u65f6\uff0c\u5b66\u4e60\u51fa\u4e86\u663e\u5f0f\u7684\u7f51\u7edc\u7ed3\u6784\u3002\u6587\u7ae0\u4f7f\u7528 VAE \u7684\u67b6\u6784\uff0c\u4f7f\u7528GNN + \u65e0\u76d1\u7763\u7684\u65b9\u5f0f\uff0c\u901a\u8fc7\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u5b66\u4e60\u7f51\u7edc\u7ed3\u6784\uff0c\u5e76\u4e14\u540c\u65f6\u5b66\u4e60\u7f51\u7edc\u6f14\u5316\u7684\u52a8\u529b\u5b66\uff0c\u5373\u9884\u6d4b\u7f51\u7edc\u4e2d\u8282\u70b9\u5728\u672a\u6765\u65f6\u523b\u7684\u72b6\u6001\u3002\u672c\u6587\u662f\u5bf9\u7ebf\u4e0a\u8bba\u6587\u89e3\u8bfb\u6d3b\u52a8\u5185\u5bb9\u7684\u6574\u7406\uff0c\u8bfe\u7a0b\u5f55\u64ad\u89c6\u9891\u5df2\u4e0a\u7ebf\uff0c\u8be6\u60c5\u89c1\u4e0b\u6587\u3002\u7cfb\u5217\u8bfb\u4e66\u4f1a\u76ee\u524d\u5f00\u653e\u62a5\u540d\u4e2d\uff0c\u8be6\u60c5\u89c1\u6587\u672b\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


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\u8bba\u6587\u540d\u79f0<\/span><\/strong><\/span><\/section>\n

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<\/section>\n<\/h1>\n
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\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/section>\n
Neural Relational Inference for Interacting Systems<\/span><\/section>\n
\u8bba\u6587\u5730\u5740\uff1a<\/span><\/section>\n
https:\/\/arxiv.org\/abs\/1802.04687<\/span><\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n


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\u89e3\u8bfb\u89c6\u9891\uff1a<\/strong><\/span><\/section>\n


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https:\/\/campus.swarma.org\/course\/1775?from=wechat<\/strong><\/span><\/section>\n

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\u8bba\u6587\u4f5c\u8005\u4fe1\u606f<\/strong><\/span><\/section>\n

<\/strong><\/span><\/section>\n<\/h1>\n
\u59d3\u540d\uff1a<\/span><\/strong>Thomas Kipf<\/span><\/section>\n
\u5de5\u4f5c\u5355\u4f4d\uff1a<\/span><\/strong>Google Brain<\/span><\/section>\n
\u7814\u7a76\u5174\u8da3\uff1a<\/span><\/strong>Machine Learning,  Deep Learning, Graph Neural Networks<\/span><\/section>\n

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\u672c\u6587\u8981\u89e3\u51b3\u7684\u95ee\u9898<\/strong><\/span><\/section>\n

<\/section>\n<\/h1>\n
\u672c\u6587\u8981\u89e3\u51b3\u7684\u95ee\u9898\u662f\uff0c\u7528 VAE \u7684\u67b6\u6784\uff0cGNN + \u65e0\u76d1\u7763\u7684\u65b9\u5f0f\uff0c\u4f7f\u7528\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u5b66\u4e60\u7f51\u7edc\u7ed3\u6784\uff0c\u5e76\u4e14\u540c\u65f6\u5b66\u4e60\u7f51\u7edc\u6f14\u5316\u7684\u52a8\u529b\u5b66\uff0c\u5373\u9884\u6d4b\u7f51\u7edc\u4e2d\u8282\u70b9\u5728\u672a\u6765\u65f6\u523b\u7684\u72b6\u6001\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\u9996\u6b21\u5728\u5b66\u4e60\u52a8\u529b\u5b66\u7684\u540c\u65f6\uff0c\u5b66\u4e60\u51fa\u4e86\u663e\u5f0f\u7684\u7f51\u7edc\u7ed3\u6784<\/span><\/section>\n

<\/section>\n
\u6211\u4eec\u901a\u5e38\u80fd\u89c2\u6d4b\u5230\u7684\u90fd\u662f\u65f6\u95f4\u5e8f\u5217\u6570\u636e\uff0c\u6bd4\u5982\u6bcf\u4e2a\u65f6\u523b\u7684\u5929\u6c14\u72b6\u6001\uff1b\u6bcf\u4e2a\u65f6\u523b\u7684\u57fa\u56e0\u6d53\u5ea6\u503c\uff1b\u6bcf\u5929\u7684\u80a1\u7968\u4ef7\u683c\u7b49\u7b49\u3002\u901a\u8fc7\u65f6\u95f4\u5e8f\u5217\u6570\u636e\uff0c\u91cd\u6784\u51fa\u7f51\u7edc\u7ed3\u6784\u548c\u7f51\u7edc\u52a8\u529b\u5b66\uff0c\u4e5f\u5c31\u610f\u5473\u7740\u6211\u4eec\u80fd\u591f\u901a\u8fc7\u53ef\u89c2\u6d4b\u5230\u7684\u6570\u636e\uff0c\u53bb\u4e86\u89e3\u8fd9\u4e2a\u7cfb\u7edf\u5185\u90e8\u7684\u673a\u5236\uff0c\u6211\u4eec\u80fd\u77e5\u9053\u5929\u6c14\u7cfb\u7edf\u4e2d\u662f\u4ec0\u4e48\u56e0\u7d20\u5f71\u54cd\u4e86\u5929\u6c14\u7684\u53d8\u5316\uff0c\u57fa\u56e0\u7f51\u7edc\u4e2d\u662f\u54ea\u4e24\u4e2a\u57fa\u56e0\u7684\u76f8\u4e92\u4f5c\u7528\u8ba9\u4e2a\u4f53\u6027\u72b6\u53d1\u751f\u53d8\u5316\uff0c\u80a1\u7968\u7cfb\u7edf\u4e2d\u662f\u54ea\u4e2a\u4e2a\u4f53\u7684\u884c\u4e3a\u8ba9\u80a1\u7968\u4ef7\u503c\u53d1\u751f\u6ce2\u52a8\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\u590d\u6742\u7cfb\u7edf\u666e\u904d\u5b58\u5728\uff0c\u5982\u679c\u80fd\u591f\u901a\u8fc7\u8282\u70b9\u72b6\u6001\u6570\u636e\uff0c\u5c31\u89c2\u6d4b\u5230\u590d\u6742\u7cfb\u7edf\u7684\u5185\u90e8\u7ed3\u6784\uff0c\u6211\u4eec\u5c31\u80fd\u66f4\u597d\u5730\u5bf9\u590d\u6742\u7cfb\u7edf\u8fdb\u884c\u9884\u6d4b\uff0c\u751a\u81f3\u662f\u5bf9\u590d\u6742\u7cfb\u7edf\u8fdb\u884c\u63a7\u5236\u3002<\/span><\/section>\n
 <\/span><\/section>\n
 <\/span><\/section>\n

\n
\u80cc\u666f<\/strong><\/span><\/section>\n

<\/strong><\/span><\/section>\n<\/h1>\n
\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u4e4b\u524d\u4eba\u4eec\u66fe\u7ecf\u505a\u8fc7\u5927\u91cf\u7684\u5c1d\u8bd5\uff0c\u4f46\u5927\u591a\u6570\u65b9\u6cd5\u5f3a\u4f9d\u8d56\u4e8e\u6a21\u578b\u6784\u5efa\u8005\u7684\u5148\u9a8c\u77e5\u8bc6\uff1b\u65e0\u6cd5\u6cdb\u5316\u3002\u800c\u8fd1\u5e74\u6765\uff0c\u4e5f\u6709\u4e00\u4e9b\u673a\u9047\u6df1\u5ea6\u5b66\u4e60\u7684\u65b9\u6cd5\u5728\u5c1d\u8bd5\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u4f46\u4ed6\u4eec\u4ec5\u4ec5\u662f\u5229\u7528\u7f51\u7edc\u53bb\u4f20\u9012\u4fe1\u606f\uff0c\u6784\u5efa\u9690\u5f0f\u7684\u76f8\u4e92\u4f5c\u7528\uff0c\u4ece\u800c\u53bb\u9884\u6d4b\u52a8\u529b\u5b66\uff0c\u800c\u6ca1\u6709\u771f\u6b63\u4ea7\u51fa\u4e00\u4e2a\u663e\u5f0f\u7684\u7f51\u7edc\u7ed3\u6784\u3002<\/span><\/section>\n

<\/section>\n
 <\/span><\/section>\n

\n
\u7b97\u6cd5\u6846\u67b6<\/strong><\/span><\/section>\n

<\/strong><\/span><\/section>\n<\/h1>\n
<\/section>\n
 <\/span><\/section>\n
    \n
  • \n
    \u6574\u4f53<\/span><\/section>\n<\/li>\n
      \n
    • \n
      \u8f93\u5165\uff1a\u8282\u70b9\u65f6\u95f4\u5e8f\u5217\u6570\u636e<\/span><\/section>\n<\/li>\n
    • \n
      \u8f93\u51fa\uff1a\u7f51\u7edc\u7ed3\u6784\uff0c\u548c\u672a\u6765\u65f6\u523b\u7684\u8282\u70b9\u72b6\u6001<\/span><\/section>\n<\/li>\n<\/ul>\n<\/ul>\n
       <\/span><\/section>\n
      \u6a21\u578b\u4e3b\u8981\u5206\u4e3a\u4e24\u4e2a\u90e8\u5206\uff0cencoder \u548c decoder\uff1a<\/span><\/section>\n
      encoder \u505a\u7684\u4e8b\u60c5\uff1a\u662f\u6839\u636e\u8f93\u5165\u7684\u8282\u70b9\u5e8f\u5217\uff0c\u751f\u6210\u90bb\u63a5\u77e9\u9635\uff0c\u5373\u7f51\u7edc\u7ed3\u6784\uff1b<\/span><\/section>\n
      decoder \u505a\u7684\u4e8b\u60c5\uff1a\u662f\u6839\u636e\u67d0\u4e00\u65f6\u523b\u7684\u8282\u70b9\u72b6\u6001\uff0c\u52a0\u4e0a\u90bb\u63a5\u77e9\u9635\u4fe1\u606f\uff0c\u8f93\u51fa\u4e0b\u4e00\u65f6\u523b\u7684\u8282\u70b9\u72b6\u6001\u3002<\/span><\/section>\n
       <\/span><\/section>\n
       <\/span><\/section>\n

      \n
      \u7b97\u6cd5\u7684\u5173\u952e\u6a21\u5757<\/span><\/strong><\/span><\/section>\n

      <\/span><\/strong><\/span><\/section>\n
      encoder\uff1a<\/strong>
      <\/section>\n<\/h1>\n

      \n

      <\/section>\n<\/h3>\n
      \u8f93\u5165\uff1a\u8282\u70b9\u72b6\u6001\u7684\u65f6\u95f4\u5e8f\u5217X<\/span><\/section>\n
      \u8f93\u51fa\uff1a\u7f51\u7edc\u8fde\u8fb9\u8868\u793ah\uff0c\u5373\u6bcf\u6761\u8fde\u8fb9\u6bcf\u4e2a\u8fde\u8fb9\u7c7b\u578b\u7684\u6982\u7387\u5206\u5e03<\/span><\/section>\n

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

      <\/span><\/section>\n
        \n
      • \n
        \u6b65\u9aa41\uff1a\u9996\u5148\u5bf9\u8282\u70b9\u72b6\u6001\u505a\u4e00\u6b21\u6620\u5c04\uff0c\uff08\u5b9e\u9a8c\u4e2d\u6240\u6709\u7684f\u51fd\u6570\u90fd\u4ee3\u8868\u6620\u5c04\u51fd\u6570\uff0cdecoder \u4e2d\u4e3b\u8981\u4f7f\u7528\u4e86\u4e86 MLP \u6216\u8005 CNN \u4f5c\u4e3a\u6620\u5c04\u51fd\u6570\uff09\uff1b<\/span><\/section>\n<\/li>\n
      • \n

        \u6b65\u9aa42 v->e\uff1a\u4e24\u4e2a\u8282\u70b9 concat \u7ec4\u6210\u4e00\u6761\u8fde\u8fb9\uff0c\u505a\u4e00\u6b21\u6620\u5c04\u540e\uff0c\u4f5c\u4e3a\u8fd9\u4e24\u4e2a\u8282\u70b9\u8fb9\u7684\u8868\u793a\uff0c\u5982\u4e0b\u56fe\u9ad8\u4eae\u90e8\u5206\u3002<\/span>\u8fd9\u4e00\u6b65\u7528\u5230\u7684\u7f51\u7edc\u7ed3\u6784\u662f\u4e00\u4e2a\u5168\u8fde\u63a5\u7684\u7f51\u7edc\uff0c\u4e5f\u53ef\u4ee5\u662f\u4e00\u4e2a\u52a0\u5165\u4e86\u5148\u9a8c\u7684\u7f51\u7edc\uff1b<\/span><\/p>\n<\/li>\n<\/ul>\n

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

        <\/span><\/section>\n
          \n
        • \n
          \u6b65\u9aa43 e->v\uff1a\u518d\u628a\u6bcf\u6761\u8fde\u8fb9\u7684\u4fe1\u606f\u5206\u522b\u8fdb\u884c\u6c42\u548c\uff0c\u4ee3\u8868\u6c47\u805a\u8fde\u8fb9\u4fe1\u606f\uff0c\u4f5c\u4e3a\u6d88\u606f\u4f20\u9012\u8fc7\u7a0b\uff0c\u5f97\u5230\u66f4\u65b0\u540e\u7684\u8282\u70b9\u8868\u793a\uff1b<\/span><\/section>\n<\/li>\n<\/ul>\n

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

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

            \u4e3a\u4e86\u8ba9\u6d88\u606f\u4f20\u9012\u66f4\u5145\u5206\uff0c\u5728 decoder \u73af\u8282\u8fdb\u884c\u4e86\u591a\u6b21 v-e-v \u7684\u6620\u5c04\uff0c\u6700\u7ec8\u8f93\u51fa\u7684 h(i,j) \u4f5c\u4e3a\u7cfb\u7edf\u7684<\/span>\u7f51\u7edc\u8fde\u8fb9\u6982\u7387\u5206\u5e03\u3002<\/span><\/p>\n


            <\/section>\n

            <\/section>\n<\/li>\n<\/ul>\n

            \n
            <\/p>\n

            gumbel-softmax\u91c7\u6837\uff1a<\/span><\/p>\n


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

            <\/span><\/strong><\/span><\/section>\n<\/h3>\n

            \u8f93\u5165\uff1a\u4e0a\u4e00\u6b65\u5f97\u5230\u7684\u7f51\u7edc\u8fde\u8fb9\u6982\u7387\u5206\u5e03<\/span> h(i, j)<\/span><\/section>\n
            \u8f93\u51fa\uff1a\uff08\u8fd1\u4f3c<\/span>\uff09\u53ea\u5305\u542b 0 \u548c 1 \u7684\u90bb\u63a5\u77e9\u9635 z_ij<\/span><\/section>\n
            <\/section>\n
            <\/p>\n

            \u901a\u5e38\u7684\u91c7\u6837\u8fc7\u7a0b\u4f1a\u8ba9\u68af\u5ea6\u65ad\u88c2\uff0c\u5bfc\u81f4\u6a21\u578b\u65e0\u6cd5\u53cd\u4f20\u68af\u5ea6\u3002\u8fd9\u91cc\u91c7\u7528\u4e86 gumbel-softmax \u91c7\u6837\u7684\u6570\u5b66\u6280\u5de7\uff0c\u4e3b\u8981\u505a\u4e86\u4e24\u4ef6\u4e8b\u60c5\uff1a<\/span><\/p>\n

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

            <\/p>\n
              \n
            1. \n

              \u7ed9\u4e0a\u4e00\u6b65\u5f97\u5230\u7684\u7f51\u7edc\u6982\u7387\u5206\u5e03\u52a0\u4e0a\u4e00\u4e2a gumbel \u968f\u673a\u6570 g\uff0c\u8ba9\u6a21\u578b\u53ef\u4ee5\u4f9d\u6982\u7387\u91c7\u6837\uff0c\u4e5f\u5c31\u662f\u91cd\u53c2\u6570\u5316\u7684\u8fc7\u7a0b\uff1b<\/span><\/p>\n<\/li>\n

            2. \n

              \u5c06\u91c7\u6837\u8fc7\u7a0b\u8f6c\u5316\u4e3a\u4e00\u4e2a\u8fde\u7eed\u8ba1\u7b97\u7684\u8fd1\u4f3c\uff08\u516c\u5f0f\u5982\u4e0b\uff09\uff0c\u8ba9\u6982\u7387\u6700\u5927\u7684\u503c\u6307\u6570\u7206\u70b8\uff0c\u903c\u8fd11\uff0c\u5176\u4ed6\u7684\u6982\u7387\u903c\u8fd10\uff0c\u6a21\u62df\u91c7\u6837\u7684\u8fc7\u7a0b\u3002\uff08\u516c\u5f0f\u4e2d\u7684 d \u5c31\u4ee3\u8868\u4e0a\u9762 h<\/span>ij <\/span>\u77e9\u9635\u4e2d\u6bcf\u4e00\u6761\u8fb9\u4e2d\u6bcf\u7c7b\u8fb9\u7c7b\u578b\u7684\u6982\u7387\u5206\u5e03\uff0c\u03bb\u662f\u4e00\u4e2a\u8d85\u53c2\u6570\uff09<\/span><\/p>\n<\/li>\n<\/ol>\n

               <\/span><\/p>\n

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


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

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

              \n
              decoder\uff1a<\/span><\/strong><\/section>\n
              \u8f93\u5165\uff1a\u91c7\u6837\u5f97\u5230\u7684\u90bb\u63a5\u77e9\u9635 z_ij\uff0ct \u65f6\u523b\u7684\u8282\u70b9\u72b6\u6001<\/span><\/section>\n<\/h3>\n
              \u8f93\u51fa\uff1at+1\u65f6\u523b\u7684\u8282\u70b9\u72b6\u6001<\/span><\/section>\n
               <\/span><\/section>\n
                   <\/span><\/section>\n
              \n
              <\/p>\n


              <\/p>\n

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

              decoder\u662f\u7ecf\u5178\u7684\u56fe\u7f51\u7edc\u7684\u5de5\u4f5c\u539f\u7406\uff0c\u5b8c\u6210\u4e86\u8fde\u8fb9\u5230\u8282\u70b9\u7684\u6620\u5c04\uff0c\u5728\u8282\u70b9\u4e0a\u52a0\u5165\u4e86\u8fde\u8fb9\u7684\u4fe1\u606f\uff0c\u4ece\u800c\u8fbe\u5230\u9884\u6d4b\u8282\u70b9\u4e0b\u4e00\u65f6\u523b\u72b6\u6001\u7684\u76ee\u7684\u3002 <\/span><\/p>\n<\/section>\n


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

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

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

              \n
              \u8bba\u6587\u7684\u5b9e\u9a8c\u548c\u7ed3\u679c<\/strong><\/span><\/section>\n<\/h1>\n
               <\/span><\/section>\n

              \n
              \u5b9e\u9a8c\u4e00\uff1a\u7269\u7406\u6a21\u578b\u91cd\u6784\u4e0e\u9884\u6d4b<\/span><\/strong><\/section>\n<\/h3>\n
                \n
              • \n
                \u4f7f\u7528\u4e09\u4e2a\u7269\u7406\u6a21\u578b\uff08\u5f39\u7c27\u632f\u5b50\uff0c\u5e26\u7535\u7c92\u5b50\uff0cKuromoto\uff09\uff0c\u5bf9\u6a21\u578b\u4e2d\u7684\u8282\u70b9\u8fde\u8fb9\u8fdb\u884c\u91cd\u6784\uff0c\u540c\u65f6\u9884\u6d4b\u672a\u6765\u65f6\u523b\u7684\u72b6\u6001\uff1b<\/span><\/section>\n<\/li>\n
              • \n
                NRI \u5728\u4e0e\u5176\u4ed6\u91cd\u6784\u65b9\u6cd5\u7684\u5bf9\u6bd4\u4e2d\u53d6\u5f97\u4e86 state of art \u7684\u6548\u679c\u3002<\/span><\/section>\n<\/li>\n<\/ul>\n
                 <\/span><\/section>\n

                <\/p>\n

                \u8fde\u8fb9\u91cd\u6784\u6548\u679c<\/span><\/strong><\/span><\/section>\n

                <\/span><\/strong><\/span><\/section>\n
                 <\/span><\/section>\n
                \u8282\u70b9\u9884\u6d4b\u6548\u679c<\/span><\/strong><\/span><\/section>\n

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

                \n
                \u5b9e\u9a8c\u4e8c\uff1a\u4eba\u4f53\u52a8\u4f5c\u6355\u6349<\/span><\/strong><\/section>\n<\/h3>\n
                  \n
                • \n
                  \u4f7f\u7528 Motion capture \u6570\u636e\u96c6\uff0c\u91cd\u6784\u4eba\u4f53\u52a8\u4f5c\u7684\u8fde\u8fb9\uff0c\u540c\u65f6\u5bf9\u672a\u6765\u72b6\u6001\u505a\u51fa\u52a8\u4f5c\u9884\u6d4b\uff1b<\/span><\/section>\n<\/li>\n
                • \n
                  \u4e0d\u4ec5\u627e\u51fa\u4e86\u4eba\u4f53\u7684\u4eba\u4f53\u9aa8\u67b6\u56fe\uff0c\u8fd8\u627e\u51fa\u4e86\u9690\u6027\u7684\u8fde\u8fb9\uff1b\u52a8\u4f5c\u9884\u6d4b\u6548\u679c\u4e5f\u975e\u5e38\u597d\uff08t = 30\u65f6\u51fa\u73b0\u8bef\u5dee\uff09\u3002<\/span><\/section>\n<\/li>\n<\/ul>\n
                   <\/span><\/section>\n
                  <\/section>\n
                  \u8fde\u8fb9\u91cd\u6784<\/span><\/strong><\/span><\/section>\n

                  <\/span><\/strong><\/span><\/section>\n
                  <\/section>\n
                  \u52a8\u4f5c\u9884\u6d4b<\/span><\/strong><\/span><\/section>\n
                   <\/span><\/section>\n

                  \n
                  \u5b9e\u9a8c\u4e09\uff1aNBA\u6570\u636e\u5b9e\u9a8c <\/span><\/strong><\/section>\n<\/h3>\n
                  <\/p>\n
                    \n
                  • \n

                    \u4f7f\u7528 NBA \u6bd4\u8d5b\u7684\u56fe\u50cf\u6570\u636e\uff0c\u9009\u62e9\u201d\u6321\u62c6\u201c\u73af\u8282\u7684\u76f8\u5173\u8fd0\u52a8\u5458\u4e0e\u7403\u6570\u636e\uff1b<\/span><\/p>\n<\/li>\n

                  • \n

                    \u5305\u542b\u4e86 5 \u4e2a\u8282\u70b9\uff1a\u7403\uff0c\u6301\u7403\u8005\uff0c\u4fdd\u62a4\u8005\uff0c\u8fdb\u653b\u8005, \u4fdd\u62a4\u8fdb\u653b\u8005\uff1b<\/span><\/p>\n<\/li>\n

                  • \n

                    \u9884\u6d4b\u8fd9 5 \u4e2a\u8282\u70b9\u7684\u8fd0\u52a8\u8f68\u8ff9\uff0c\u4ee5\u53ca\u91cd\u6784\u51fa\u5bf9\u5e94\u7684\u76f8\u4e92\u4f5c\u7528\u7f51\u7edc\u3002<\/span><\/p>\n

                    <\/span><\/p>\n<\/li>\n<\/ul>\n

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

                    <\/p>\n


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

                    \n
                    \u8ba8\u8bba\u4e0e\u601d\u8003<\/strong><\/span><\/section>\n

                    <\/strong><\/span><\/section>\n<\/h1>\n
                    \u672c\u6587\u4e3b\u8981\u8d21\u732e\u5728\u4e8e\u9996\u521b\u4e86\u7528\u6df1\u5ea6\u5b66\u4e60\u7684\u65b9\u6cd5\u540c\u65f6\u5b66\u4e60\u51fa\u663e\u5f0f\u7684\u76f8\u4e92\u4f5c\u7528\u7f51\u7edc\uff0c\u548c\u52a8\u529b\u5b66\u3002\u5728\u7f51\u7edc\u91cd\u6784\u9886\u57df\u662f\u4e00\u4e2a\u91cc\u7a0b\u7891\u5f0f\u7684\u5de5\u4f5c\u3002\u4e0d\u8fc7\u672c\u6587 NRI \u6a21\u578b\u53ea\u9002\u7528\u4e8e\u89c4\u6a21\u975e\u5e38\u5c0f\u7684\u7f51\u7edc\uff0c\u800c\u4e14\u8981\u6c42\u7f51\u7edc\u662f\u9759\u6001\u7684\uff0c\u6240\u6709\u8282\u70b9\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\u4e5f\u662f\u76f8\u540c\u7684\uff0c\u6240\u4ee5\u8ddd\u79bb\u5b9e\u9645\u5e94\u7528\u8fd8\u6bd4\u8f83\u9065\u8fdc\u3002<\/span><\/section>\n

                    <\/section>\n

                    <\/section>\n

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

                    \u201c\u9762\u5411\u590d\u6742\u7cfb\u7edf\u7684\u4eba\u5de5\u667a\u80fd\u201d<\/strong><\/span><\/p>\n

                    \u7cfb\u5217\u95ed\u95e8\u8bfb\u4e66\u4f1a\u62a5\u540d\u4e2d<\/strong><\/span><\/p>\n

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

                    <\/span>
                    <\/section>\n<\/h2>\n

                    \n
                    \u8bfb\u4e66\u4f1a\u4e3b\u9898<\/strong><\/span><\/section>\n

                    <\/section>\n
                    \u672c\u6b21\u8bfb\u4e66\u4f1a\u5c06\u4f1a\u56f4\u7ed5\u4e0b\u9762\u4e8c\u4e2a\u5b50\u4e3b\u9898\uff0c\u5206\u522b\u662f\uff1a<\/span><\/section>\n<\/h2>\n
                      \n
                    • \n
                      \u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u590d\u6742\u7cfb\u7edf\u81ea\u52a8\u5efa\u6a21<\/section>\n<\/li>\n
                    • \n
                      \u57fa\u4e8e\u53ef\u89e3\u91ca\u6027\u7684\u56e0\u679c\u63a8\u65ad\u65b9\u6cd5\u8bba<\/section>\n<\/li>\n<\/ul>\n

                      <\/section>\n
                      \u4e3a\u66f4\u597d\u7684\u8fdb\u884c\u5b66\u4e60\uff0c\u4ea4\u6d41\u4e0e\u8ba8\u8bba\uff0c\u672c\u7cfb\u5217\u8bfb\u4e66\u4f1a\u662f\u95ed\u95e8\u8bfb\u4e66\u4f1a\u3002\u6211\u4eec\u4f1a\u9009\u53d6\u5176\u4e2d\u7684\u5c11\u6570\u51e0\u671f\u8fdb\u884c\u76f4\u64ad\uff0c\u672c\u6b21\u76f4\u64ad\u4fbf\u662f\u5176\u4e00\u3002<\/span><\/section>\n
                       <\/span><\/section>\n
                       <\/span><\/section>\n

                      \n
                      \u8bfb\u4e66\u4f1a\u76ee\u7684<\/strong><\/span><\/section>\n

                      <\/section>\n<\/h2>\n
                      \u672c\u6b21\u8bfb\u4e66\u4f1a\u7684\u76ee\u7684\u662f\u901a\u8fc7\u95ed\u95e8\u5206\u4eab\u8ba8\u8bba\u7684\u5f62\u5f0f\uff0c\u6211\u4eec\u5c06\u4e3a\u5927\u5bb6\u63d0\u4f9b\u66f4\u52a0\u6c89\u6d78\uff0c\u6df1\u5ea6\uff0c\u81ea\u7531\u7684\u4ea4\u6d41\u73af\u5883\u3002<\/strong><\/span><\/section>\n
                       <\/span><\/section>\n
                      \u6b64\u5916\uff0c\u672c\u6b21\u8bfb\u4e66\u4f1a\u8fd8\u5c06\u9009\u62d4\u6570\u540d\u8fdb\u884c\u8fc7\u9ad8\u8d28\u91cf\u5206\u4eab\u7684\u9752\u5e74\u5b66\u8005\u514d\u8d39\u53c2\u4e0e\u6211\u4eec\u540e\u7eed\u7684\u95ed\u95e8\u7814\u8ba8\u6d3b\u52a8\uff1a\u201c\u96c6\u667a-\u51ef\u98ce\u7814\u8bfb\u8425\u201d\u3002\u7814\u8bfb\u8425\u662f\u96c6\u667a\u5e74\u5ea6\u6700\u9ad8\u6c34\u51c6\u7684\u95ed\u95e8\u79d1\u5b66\u7814\u8ba8\u6d3b\u52a8\uff0c\u662f\u96c6\u667a\u79d1\u5b66\u5bb6\u4eec\u7684\u5e74\u5ea6\u805a\u4f1a\u3002<\/span><\/section>\n
                       <\/span><\/section>\n