{"id":27266,"date":"2021-06-26T20:28:46","date_gmt":"2021-06-26T12:28:46","guid":{"rendered":"https:\/\/swarma.org\/?p=27266"},"modified":"2021-06-26T20:28:46","modified_gmt":"2021-06-26T12:28:46","slug":"%e9%9b%86%e6%99%ba%e4%bf%b1%e4%b9%90%e9%83%a8x%e9%87%8d%e5%ba%86%e5%a4%a7%e5%ad%a6%e5%9b%a0%e6%9e%9c%e7%a7%91%e5%ad%a6%e6%9a%91%e6%9c%9f%e5%ad%a6%e6%a0%a1%e5%90%af%e5%8a%a8%e6%8b%9b%e7%94%9f","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=27266","title":{"rendered":"\u96c6\u667a\u4ff1\u4e50\u90e8\u00d7\u91cd\u5e86\u5927\u5b66\u56e0\u679c\u79d1\u5b66\u6691\u671f\u5b66\u6821\u542f\u52a8\u62db\u751f\uff0c8\u6708\u7ebf\u4e0a\u7ebf\u4e0b\u540c\u6b65\u4e3e\u529e"},"content":{"rendered":"
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\u672c\u8bfe\u7a0b\u4e3b\u8981\u6839\u636ePearl\u7684\u4e24\u672c\u8457\u4f5c\u300aCausal inference in statistics, a primer\u300b\u548c\u300aCausality: model, reasoning, and inference\u300b\uff0c\u8fdb\u884c\u4e86\u8f83\u4e3a\u6df1\u5165\u7684\u8ba8\u8bba\u3001\u89e3\u91ca\u548c\u8bb2\u89e3\uff0c\u6f84\u6e05\u5176\u4e2d\u5bb9\u6613\u6df7\u6dc6\u7684\u5730\u65b9\u3002\u8fd9\u4e9b\u95ee\u9898\u5982\u4e0d\u80fd\u68b3\u7406\u6e05\u695a\uff0c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u5bf9\u4e8e\u56e0\u679c\u5206\u6790\u548c\u8ba1\u7b97\u65b9\u6cd5\u4e0d\u6070\u5f53\u7684\u5e94\u7528\uff0c\u751a\u81f3\u8bef\u5bfc\u5bf9\u4e8e\u8be5\u7406\u8bba\u7684\u6b63\u786e\u7406\u89e3\u3002<\/span><\/p>\n


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<\/p>\n

8\u670816\u65e5<\/span><\/strong><\/p>\n

A\u7406\u8bba\u8bfe\u7a0bIII\uff1a\u5e72\u9884\u7684\u6548\u679c<\/span><\/strong><\/p>\n

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<\/p>\n

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

8\u670817\u65e5<\/span><\/strong><\/p>\n

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\u5b66\u4e60\u5185\u5bb9\uff1a\u53cd\u4e8b\u5b9e\u7684\u5b9a\u4e49\u3001\u53cd\u4e8b\u5b9e\u8ba1\u7b97\u7684\u65b9\u6cd5\u3001\u53cd\u4e8b\u5b9e\u7684\u7ed3\u6784\u6027\u89e3\u91ca\u3001\u53cd\u4e8b\u5b9e\u7684\u57fa\u672c\u5b9a\u7406\u3001\u975e\u786e\u5b9a\u6027\u7684\u53cd\u4e8b\u5b9e\u3001\u53cd\u4e8b\u5b9e\u7684\u6982\u7387\u5316\u5b9a\u4e49\u3001\u53cd\u4e8b\u5b9e\u7684\u56fe\u6a21\u578b\u8868\u793a\u3001\u53cd\u4e8b\u5b9e\u7684\u5b9e\u9645\u5e94\u7528<\/span><\/p>\n

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<\/p>\n

B\u5b9e\u8df5\u8bfe\u7a0bIV\uff1a\u548c\u673a\u5668\u5b66\u4e60\u7ed3\u5408\u7684 Uplift modeling \u5b9e\u8df5<\/span><\/strong><\/p>\n

\u5185\u5bb9\u7b80\u4ecb\uff1a\u9996\u5148\u7b80\u5355\u4ecb\u7ecd\u4ec0\u4e48\u662f THE(heterogeneous treatment effect) \u7684\u57fa\u7840\u77e5\u8bc6\u548c\u76f8\u5173\u8f6f\u4ef6\u5305\u3002\u5176\u6b21\u4ee5 booking.com \u7684\u4fc3\u9500\u6d3b\u52a8\u4e3a\u5546\u4e1a\u6848\u4f8b\u4ecb\u7ecd\u5982\u4f55\u8fdb\u884c uplift modeling\u3002\u6700\u540e\u5e26\u7740\u5927\u5bb6\u4e00\u8d77\u6b23\u8d4f\uff0c\u5728\u6b64\u65b9\u5411\u8fd1\u5e74\u6765\u4e00\u4e2a\u5b8c\u7f8e\u878d\u5408\u7edf\u8ba1\u63a8\u65ad\uff0c\u673a\u5668\u5b66\u4e60\u548c\u56e0\u679c\u63a8\u7406\u7684\u7406\u8bba\u7814\u7a76\u6210\u679c\u2014\u2014Generalized Random Forest.<\/span><\/p>\n


<\/p>\n

\u603b\u7ed3\u68b3\u7406\u7ed3\u6784\u56e0\u679c\u6a21\u578b\u5e76\u5256\u6790\u5176\u4e0e\u6f5c\u5728\u7ed3\u679c\u6a21\u578b\u7684\u5173\u7cfb<\/span><\/strong><\/p>\n

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\u8bb2\u5e08\u7b80\u4ecb<\/strong><\/strong><\/p>\n<\/section>\n

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


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\u6768\u77eb\u4e91<\/span><\/strong><\/span><\/p>\n

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<\/p>\n

\u5218\u793c<\/span><\/strong><\/span><\/p>\n

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<\/p>\n

\u674e\u5ec9<\/span><\/strong><\/span><\/p>\n

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\u8521\u745e\u521d<\/strong><\/span><\/p>\n

\u5e7f\u4e1c\u5de5\u4e1a\u5927\u5b66\u6559\u6388\u3001\u535a\u58eb\u751f\u5bfc\u5e08\u3001\u7701\u6770\u51fa\u9752\u5e74\u57fa\u91d1\u83b7\u5f97\u8005\u3001DMIR\u5b9e\u9a8c\u5ba4\u4e3b\u4efb\u3001\u5e7f\u4e1c\u7701\u79fb\u52a8\u4e92\u8054\u7f51\u7535\u5b50\u5546\u52a1\u5927\u6570\u636e\u5de5\u7a0b\u6280\u672f\u7814\u7a76\u4e2d\u5fc3\u526f\u4e3b\u4efb\u3002\u8521\u6559\u6388\u4e13\u6ce8\u4e8e\u56e0\u679c\u63a8\u65ad\u4e0e\u56e0\u679c\u6027\u5b66\u4e60\u3001\u6df1\u5ea6\u5b66\u4e60\u7b49\u9886\u57df\u7684\u7406\u8bba\u4e0e\u5e94\u7528\u7814\u7a76\u3002\u5df2\u53d1\u8868\u8bba\u658750\u4f59\u7bc7\uff0c\u5305\u62ecICML\u3001NeurIPS\u3001AAAI\u3001IJCAI\u3001SIGMOD\u3001VLDB\u3001SDM\u7b49\u9886\u57df\u91cd\u8981\u4f1a\u8bae\u548cTNNLS\u3001TKDE\u3001NN\u3001PR\u7b49\u56fd\u9645\u8457\u540d\u671f\u520a\u3002\u4e0a\u8ff0\u6210\u679c\u5728\u534e\u4e3a\u3001\u7f51\u6613\u3001\u817e\u8baf\u7b49\u4f01\u4e1a\u5e94\u7528\u5b9e\u65bd\uff0c\u53d6\u5f97\u4e86\u826f\u597d\u7684\u7ecf\u6d4e\u548c\u793e\u4f1a\u4ef7\u503c\u3002\u8521\u6559\u6388\u4e13\u6ce8\u4e8e\u56e0\u679c\u63a8\u65ad\u4e0e\u56e0\u679c\u6027\u5b66\u4e60\u3001\u6df1\u5ea6\u5b66\u4e60\u7b49\u9886\u57df\u7684\u7406\u8bba\u4e0e\u5e94\u7528\u7814\u7a76\u3002\u5728\u4e0a\u8ff0\u9886\u57df\u5148\u540e\u4e3b\u6301\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u57fa\u91d1\u3001\u7701\u6770\u51fa\u9752\u5e74\u57fa\u91d1\u3001\u7701\u7279\u652f\u8ba1\u5212\u79d1\u6280\u521b\u65b0\u9752\u5e74\u62d4\u5c16\u4eba\u624d\u3001\u73e0\u6c5f\u79d1\u6280\u65b0\u661f\u3001\u5e02\u534f\u540c\u521b\u65b0\u91cd\u5927\u4e13\u9879\u7b49\u9879\u76ee\u3002\u5df2\u53d1\u8868\u8bba\u658750\u4f59\u7bc7\uff0c\u5305\u62ecICML\u3001NeurIPS\u3001AAAI\u3001IJCAI\u3001SIGMOD \u3001VLDB\u3001SDM\u7b49\u9886\u57df\u91cd\u8981\u4f1a\u8bae\u548cTNNLS\u3001TKDE\u3001NN\u3001PR\u7b49\u56fd\u9645\u8457\u540d\u671f\u520a\u3002\u4e0a\u8ff0\u6210\u679c\u5728\u534e\u4e3a\u3001\u7f51\u6613\u3001\u817e\u8baf\u3001\u552f\u54c1\u4f1a\u3001\u5357\u65b9\u7535\u7f51\u3001\u5357\u65b9\u901a\u4fe1\u5efa\u8bbe\u7b49\u4f01\u4e1a\u5e94\u7528\u5b9e\u65bd\uff0c\u53d6\u5f97\u4e86\u826f\u597d\u7684\u7ecf\u6d4e\u548c\u793e\u4f1a\u4ef7\u503c\u3002\u5148\u540e\u83b7\u5f97\u7701\u79d1\u5b66\u6280\u672f\u4e8c\u7b49\u5956\uff08\u7b2c\u56db\u5b8c\u6210\u4eba\uff09\u3001\u7701\u79d1\u5b66\u6280\u672f\u4e00\u7b49\u5956\uff08\u7b2c\u4e09\u5b8c\u6210\u4eba\uff09\u3001\u56fd\u5bb6\u53d1\u660e\u4e13\u5229\u5956\u4f18\u79c0\u5956\uff08\u7b2c\u4e09\u5b8c\u6210\u4eba\uff09\u3002<\/span><\/p>\n


<\/p>\n

\u51b5\u7428<\/span><\/strong><\/span><\/p>\n

\u6d59\u6c5f\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662\u526f\u6559\u6388\uff0c\u4eba\u5de5\u667a\u80fd\u7cfb\u526f\u4e3b\u4efb\u30022019\u5e74\u83b7\u5f97\u6e05\u534e\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u4e13\u4e1a\u535a\u58eb\u5b66\u4f4d\uff0c2017-2018\u5e74\u8bbf\u95ee\u7f8e\u56fd\u65af\u5766\u798f\u5927\u5b66\u3002\u83b72020\u5e74\u5ea6\u4e2d\u56fd\u4eba\u5de5\u667a\u80fd\u5b66\u4f1a\u4f18\u79c0\u535a\u58eb\u5b66\u4f4d\u8bba\u6587\u63d0\u540d\u5956\u3002\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u5305\u62ec\u56e0\u679c\u63a8\u7406\u3001\u4eba\u5de5\u667a\u80fd\u3001\u56e0\u679c\u6307\u5bfc\u7684\u53ef\u4fe1\u673a\u5668\u5b66\u4e60\uff0c\u5173\u6ce8\u673a\u5668\u5b66\u4e60\u7684\u53ef\u89e3\u91ca\u6027\u3001\u7a33\u5b9a\u6027\u3001\u516c\u5e73\u6027\u548c\u53ef\u51b3\u7b56\u6027\u3002\u5728\u6570\u636e\u6316\u6398\u548c\u673a\u5668\u5b66\u4e60\u9886\u57df\u5df2\u53d1\u8868\u8fd140\u4f59\u7bc7\u9876\u7ea7\u4f1a\u8bae\u548c\u671f\u520a\u6587\u7ae0\uff0c\u5305\u62ecKDD\u3001ICML\u3001MM\u3001AAAI\u3001TKDE\u3001TKDD\u3001Engineering\u7b49\u3002\u66fe\u62c5\u4efb ICML, NIPS, KDD, CVPR, ICCV, AAAI, IJCAI, CIKM, ICDM\u7b49\u56fd\u9645\u5b66\u672f\u4f1a\u8bae\u7a0b\u5e8f\u59d4\u5458\u4f1a\u59d4\u5458\u3002<\/span><\/p>\n


<\/p>\n

\u9646\u8d85\u8d85<\/span><\/strong><\/span><\/p>\n

\u5251\u6865\u5927\u5b66\u673a\u5668\u5b66\u4e60\u7ec4\u535a\u58eb\u751f\uff0c \u7531Zoubin Ghahramani\u6559\u6388\u548cJos\u00e9 Miguel Hern\u00e1ndez-Lobato\u6559\u6388\u8054\u5408\u57f9\u517b\uff0cCarl Edward Rasmussen\u6559\u6388\u6307\u5bfc\uff1b\u540c\u65f6\u4ed6\u4e5f\u662fCambridge-T\u00fcbingen \u535a\u58eb\u5956\u5b66\u91d1\u7684\u83b7\u5f97\u8005\uff0c\u7531\u9a6c\u514b\u65af\u00b7\u666e\u6717\u514b\u667a\u80fd\u7cfb\u7edf\u7814\u7a76\u6240\u7684Bernhard Sch\u00f6lkopf \u6559\u6388\u8054\u5408\u57f9\u517b\u3002\u4ed6\u7684\u4e3b\u8981\u7814\u7a76\u5174\u8da3\u662f\u673a\u5668\u5b66\u4e60\uff0c\u7279\u522b\u662f\u6d89\u53ca\u5230\u5982\u4f55\u7ed3\u5408\u56e0\u679c\u63a8\u7406\u3001\u8d1d\u53f6\u65af\u63a8\u7406\u3001\u5f3a\u5316\u5b66\u4e60\u548c\u6df1\u5ea6\u5b66\u4e60\u5404\u81ea\u7684\u4f18\u52bf\uff0c\u5e76\u5c06\u5b83\u4eec\u5e94\u7528\u5728\u73b0\u5b9e\u9886\u57df\u4e2d\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\uff0c\u5982\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u533b\u7597\u7b49\u9886\u57df\u3002<\/span><\/p>\n


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

\u9f9a<\/span>\u9e64\u626c<\/span><\/strong><\/span><\/p>\n

\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\u7edf\u8ba1\u5b66\u5728\u8bfb\u535a\u58eb\uff0c\u7814\u7a76\u65b9\u5411\u662f\u57fa\u4e8e\u4fe1\u606f\u7406\u8bba\u89c6\u89d2\u7684\u56e0\u679c\u63a8\u7406\u3002<\/span><\/p>\n


<\/p>\n

\u5f20\u5929\u5065<\/span><\/strong><\/span><\/p>\n

\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\uff08\u6df1\u5733\uff09\u535a\u58eb\u7814\u7a76\u751f\u3002\u7814\u7a76\u5174\u8da3\uff1a\u53ef\u89e3\u91ca\u673a\u5668\u5b66\u4e60\uff0c\u56e0\u679c\u63a8\u65ad\u53ca\u5176\u5728\u5de5\u4e1a\u754c\u4e2d\u7684\u5e94\u7528\u3002<\/span><\/p>\n


<\/p>\n

\u674e\u5949\u6cbb<\/span><\/strong><\/span><\/p>\n

\u4e2d\u56fd\u79d1\u5b66\u9662\u8ba1\u7b97\u6280\u672f\u7814\u7a76\u6240\u4e00\u5e74\u7ea7\u76f4\u535a\u751f\uff0c\u5bfc\u5e08\u4e3a\u5f90\u5fd7\u4f1f\u7814\u7a76\u5458\u3002\u4ece2019\u5e74\u672b\u5f00\u59cb\u63a5\u89e6\u56e0\u679c\u79d1\u5b66\uff0c\u5f53\u524d\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u5305\u62ec\u56e0\u679c\u63a8\u65ad\u53ca\u5176\u5e94\u7528\u3001\u5e76\u884c\u4e0e\u5206\u5e03\u5f0f\u8ba1\u7b97\u3002<\/span><\/p>\n

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\u4e3b\u529e\u65b9\u4ecb\u7ecd<\/strong><\/strong><\/p>\n<\/section>\n

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


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\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n

\u96c6\u667a\u4ff1\u4e50\u90e8\uff0c\u82f1\u6587\u540d\uff1aSwarma Club\uff0c\u6210\u7acb\u4e8e 2003 \u5e74\uff0c\u662f\u4e00\u4e2a\u4ece\u4e8b\u5b66\u672f\u7814\u7a76\u3001\u4eab\u53d7\u79d1\u5b66\u4e50\u8da3\u7684\u63a2\u7d22\u8005\u7684\u56e2\u4f53\uff0c\u4e5f\u662f\u56fd\u5185\u6700\u65e9\u7684\u7814\u7a76\u4eba\u5de5\u667a\u80fd\u3001\u590d\u6742\u7cfb\u7edf\u7684\u79d1\u5b66\u793e\u533a\u3002\u5b83\u5021\u5bfc\u4ee5\u5e73\u7b49\u5f00\u653e\u7684\u6001\u5ea6\u3001\u79d1\u5b66\u5b9e\u8bc1\u7684\u7cbe\u795e\uff0c\u8fdb\u884c\u8de8\u5b66\u79d1\u7684\u7814\u7a76\u4e0e\u4ea4\u6d41\uff0c\u529b\u56fe\u642d\u5efa\u4e00\u4e2a\u4e2d\u56fd\u7684 \u201c \u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240 \u201d\u3002<\/span><\/p>\n


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\u96c6\u667a\u4ff1\u4e50\u90e8\u662f\u4e00\u4e2a\u975e\u5e38\u6709\u6d3b\u529b\u7684\u79d1\u5b66\u793e\u533a\uff0c\u5b75\u5316\u51fa\u4e00\u4e9b\u6709\u610f\u601d\u7684\u5b50\u8bdd\u9898\u793e\u533a\uff0c\u6bd4\u5982\u73b0\u9636\u6bb5\u5f88\u706b\u7684\u56e0\u679c\u79d1\u5b66\u793e\u533a\u3001\u590d\u6742\u7ecf\u6d4e\u5b66\u3001\u7f51\u7edc\u79d1\u5b66\u3001\u590d\u6742\u7cfb\u7edf\u81ea\u52a8\u5efa\u6a21\u3001\u793e\u4f1a\u8ba1\u7b97\u3001\u79d1\u5b66\u5b66\u7b49\u7b49\uff0c\u4fc3\u8fdb\u4e86\u5b66\u79d1\u7684\u53d1\u5c55\u548c\u68b3\u7406\uff0c\u4e3a\u5b66\u79d1\u57f9\u517b\u4e86\u4e13\u4e1a\u4eba\u624d\u3002<\/span><\/p>\n


<\/h4>\n
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\u91cd\u5e86\u5927\u5b66\u5927\u6570\u636e\u4e0e\u8f6f\u4ef6\u5b66\u9662<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n

\u91cd\u5e86\u5927\u5b66\u5927\u6570\u636e\u4e0e\u8f6f\u4ef6\u5b66\u9662\u662f\u56fd\u5bb6\u53d1\u6539\u59d4\u548c\u6559\u80b2\u90e8\u4e8e2001\u5e7412\u6708\u6279\u51c6\u6210\u7acb\u7684\u9996\u627935\u6240\u56fd\u5bb6\u793a\u8303\u6027\u8f6f\u4ef6\u5b66\u9662\u4e4b\u4e00\uff0c\u4e3b\u8981\u57f9\u517b\u9ad8\u5c42\u6b21\u3001\u590d\u5408\u578b\u3001\u5b9e\u7528\u578b\u3001\u56fd\u9645\u5316\u7684\u521b\u65b0\u578b\u8f6f\u4ef6\u4eba\u624d\u3002\u4e3a\u6ee1\u8db3\u56fd\u5bb6\u5927\u6570\u636e\u3001\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u6218\u7565\u5bf9\u9ad8\u5c42\u6b21\u4eba\u624d\u57f9\u517b\u7684\u9700\u6c42\uff0c2018\u5e743\u6708\u66f4\u540d\u4e3a\u5927\u6570\u636e\u4e0e\u8f6f\u4ef6\u5b66\u9662\u3002<\/span><\/p>\n


<\/h4>\n
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\u56e0\u679c\u79d1\u5b66\u793e\u533a<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n

\u56e0\u679c\u79d1\u5b66\u793e\u533a\u7531\u667a\u6e90\u793e\u533a\u3001\u96c6\u667a\u4ff1\u4e50\u90e8\u5171\u540c\u63a8\u52a8\uff0c\u9762\u5411\u56e0\u679c\u79d1\u5b66\u9886\u57df\u7684\u5782\u76f4\u578b\u5b66\u672f\u8ba8\u8bba\u793e\u533a\uff0c\u76ee\u7684\u662f\u4fc3\u8fdb\u56e0\u679c\u79d1\u5b66\u4e13\u4e1a\u4eba\u58eb\u548c\u5174\u8da3\u7231\u597d\u8005\u4eec\u7684\u4ea4\u6d41\u548c\u5408\u4f5c\uff0c\u63a8\u8fdb\u56e0\u679c\u79d1\u5b66\u5b66\u672f\u3001\u4ea7\u4e1a\u751f\u6001\u7684\u5efa\u8bbe\u548c\u843d\u5730\uff0c\u5b55\u80b2\u65b0\u4e00\u4ee3\u56e0\u679c\u79d1\u5b66\u9886\u57df\u7684\u5b66\u672f\u4e13\u5bb6\u548c\u4ea7\u4e1a\u521b\u65b0\u8005\u3002<\/span><\/p>\n


<\/p>\n

\n
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\u534e\u4e3a\u79d1\u6280\u6280\u672f\u6709\u9650\u516c\u53f8<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n

\u534e\u4e3a\u662f\u5168\u7403\u9886\u5148\u7684\u4fe1\u606f\u4e0e\u901a\u4fe1\u6280\u672f\uff08ICT\uff09\u89e3\u51b3\u65b9\u6848\u4f9b\u5e94\u5546\uff0c\u4e13\u6ce8\u4e8eICT\u9886\u57df\uff0c\u575a\u6301\u7a33\u5065\u7ecf\u8425\u3001\u6301\u7eed\u521b\u65b0\u3001\u5f00\u653e\u5408\u4f5c\uff0c\u5728\u7535\u4fe1\u8fd0\u8425\u5546\u3001\u4f01\u4e1a\u3001\u7ec8\u7aef\u548c\u4e91\u8ba1\u7b97\u7b49\u9886\u57df\u6784\u7b51\u4e86\u7aef\u5230\u7aef\u7684\u89e3\u51b3\u65b9\u6848\u4f18\u52bf\uff0c\u4e3a\u8fd0\u8425\u5546\u5ba2\u6237\u3001\u4f01\u4e1a\u5ba2\u6237\u548c\u6d88\u8d39\u8005\u63d0\u4f9b\u6709\u7ade\u4e89\u529b\u7684ICT\u89e3\u51b3\u65b9\u6848\u3001\u4ea7\u54c1\u548c\u670d\u52a1\uff0c\u5e76\u81f4\u529b\u4e8e\u5b9e\u73b0\u672a\u6765\u4fe1\u606f\u793e\u4f1a\u3001\u6784\u5efa\u66f4\u7f8e\u597d\u7684\u5168\u8054\u63a5\u4e16\u754c\u3002<\/span><\/p>\n


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\u62a5\u540d\u987b\u77e5<\/strong><\/strong><\/p>\n<\/section>\n

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


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<\/span><\/h3>\n
\u3010\u96c6\u667a\u4ff1\u4e50\u90e8\u00d7<\/span>\u91cd\u5e86\u5927\u5b66\u3011\u56e0\u679c\u79d1\u5b66\u6691\u671f\u5b66\u6821\u7ebf\u4e0b\u53c2\u4f1a\u901a\u9053<\/span><\/section>\n
\u4ef7\u683c\uff1a\uffe5899<\/span><\/section>\n
\u5185\u5bb9\uff1a\u7ebf\u4e0b\u51fa\u5e2d\u8bfe\u7a0b\uff0c\u53c2\u4f1a\u5730\u70b9\uff1a\u91cd\u5e86\u5927\u5b66\uff0c\u98df\u5bbf\u4ea4\u901a\u81ea\u7406\u3002\u6839\u636e\u4ea4\u8d39\u5148\u540e\u987a\u5e8f\uff0c\u989d\u6ee1\u4e3a\u6b62\u3002\u7ebf\u4e0b\u6c89\u6d78\u5f0f\u7684\u53c2\u4e0e\u8ba8\u8bba\uff0c\u4e0e\u8bb2\u5e08\u5f53\u9762\u4ea4\u6d41\u4e92\u52a8\uff0c\u52a9\u6559\u624b\u628a\u624b\u6559\u5b66\u3002\u7ebf\u4e0b\u51fa\u5e2d\u6709\u6743\u5229\u4eab\u53d7\u96c6\u667a\u5b66\u56ed\u8bfe\u7a0b\u56de\u653e\u6743\u9650\u3002<\/span><\/section>\n
\u626b\u7801\u6ce8\u518c\uff1a<\/span><\/span><\/section>\n

<\/p>\n


<\/p>\n

\u3010\u96c6\u667a\u4ff1\u4e50\u90e8<\/span>\u00d7<\/span>\u91cd<\/span>\u5e86\u5927\u5b66\u3011\u56e0\u679c\u79d1\u5b66\u6691\u671f\u5b66\u6821\u7ebf\u4e0a\u4f1a\u8bae\u62a5\u540d<\/span><\/section>\n
\u4ef7\u683c\uff1a\uffe5499<\/span><\/section>\n
\u5185\u5bb9\uff1a\u7ebf\u4e0a\u817e\u8baf\u4f1a\u8bae\u5ba4\u53c2\u4e0e\u76f4\u64ad\uff0c\u53c2\u4e0e\u4e92\u52a8\u63d0\u95ee\u548c\u7b54\u7591\uff0c\u8bfe\u7a0b\u7ed3\u675f\u4e5f\u53ef\u4ee5\u4eab\u53d7\u5728\u96c6\u667a\u5b66\u56ed\u5e73\u53f0\u56de\u653e\u7684\u6743\u9650\u3002<\/span><\/section>\n
\u626b\u7801\u6ce8\u518c\uff1a<\/span><\/span><\/section>\n

<\/p>\n

<\/span>
<\/section>\n
<\/span><\/section>\n
\u62a5\u540d\u622a\u6b62\u65e5\u671f\uff1a2021\u5e7408\u670813\u65e5<\/strong><\/span><\/section>\n

\u62a5\u540d\u8fc7\u7a0b\u4e2d\u5982\u6709\u4efb\u4f55\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u90ae\u7bb1 : wangting@swarma.org<\/strong><\/span><\/p>\n


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


<\/strong><\/span>\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u5373\u53ef\u53c2\u4e0e\u7ebf\u4e0b\u8bfe\u7a0b<\/span><\/strong><\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"

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