{"id":27483,"date":"2021-07-03T17:48:48","date_gmt":"2021-07-03T09:48:48","guid":{"rendered":"https:\/\/swarma.org\/?p=27483"},"modified":"2021-07-03T17:48:48","modified_gmt":"2021-07-03T09:48:48","slug":"bdsc2021%e5%89%8d%e6%b2%bf%e8%ae%b2%e4%b9%a0%e7%8f%ad-%e7%a4%be%e4%bc%9a%e7%b3%bb%e7%bb%9f%e4%b8%ad%e7%9a%84%e5%9b%a0%e6%9e%9c%e5%8f%91%e7%8e%b0","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=27483","title":{"rendered":"BDSC2021\u524d\u6cbf\u8bb2\u4e60\u73ed | \u793e\u4f1a\u7cfb\u7edf\u4e2d\u7684\u56e0\u679c\u53d1\u73b0"},"content":{"rendered":"
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CAAI\u7b2c\u516d\u5c4a\u5168\u56fd\u5927\u6570\u636e\u4e0e\u793e\u4f1a\u8ba1\u7b97\u5b66\u672f\u4f1a\u8bae\uff08China National Conference on Big Data & Social Computing\uff0c\u7b80\u79f0BDSC\uff09\u5c06\u4e8e8\u670821-22\u65e5\u5728\u91cd\u5e86\u53ec\u5f00\u3002<\/span>\u8be5\u4f1a\u8bae\u521b\u5efa\u4e8e2012\u5e74\uff0c\u65e8\u5728\u642d\u5efa\u5168\u56fd\u5927\u6570\u636e\u4e0e\u793e\u4f1a\u8ba1\u7b97\u5b66\u672f\u4ea4\u6d41\u5e73\u53f0\uff0c\u57f9\u80b2\u793e\u4f1a\u8ba1\u7b97\u4e0e\u793e\u4f1a\u667a\u80fd\u5b66\u79d1\u53d1\u5c55\uff0c\u52a9\u529b\u793e\u4f1a\u8ba1\u7b97\u4e0e\u793e\u4f1a\u667a\u80fd\u9886\u57df\u4eba\u624d\u6210\u957f\uff0c\u5efa\u8bbe\u201c\u6709\u4ec1\u3001\u6709\u4fe1\u3001\u6709\u60c5\u201d\u7684\u5b66\u672f\u5171\u540c\u4f53\uff0c\u5df2\u6210\u4e3a\u5168\u56fd\u5927\u6570\u636e\u4e0e\u793e\u4f1a\u8ba1\u7b97\u9886\u57df\u7684\u77e5\u540d\u5b66\u672f\u4ea4\u6d41\u54c1\u724c\u3002<\/span><\/strong><\/p>\n


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BDSC2021\u524d\u6cbf\u8bb2\u4e60\u73ed\u4ee5\u201c\u793e\u4f1a\u7cfb\u7edf\u4e2d\u7684\u56e0\u679c\u53d1\u73b0\u201d\u4e3a\u4e3b\u9898\uff0c\u5c06\u4e8e8\u670820\u65e5\u4e3e\u529e\u3002\u8bb2\u4e60\u73ed\u5c06\u4ecb\u7ecd\u56e0\u679c\u53d1\u73b0\u76f8\u5173\u7684\u76f8\u5173\u57fa\u7840\u77e5\u8bc6\uff0c\u4ece\u56e0\u679c\u56fe\u6784\u5efa\u7684\u6a21\u578b\u4e0e\u5047\u8bbe\u51fa\u53d1\uff0c\u5bf9\u57fa\u4e8e\u7ea6\u675f\u7684\u65b9\u6cd5\u3001\u57fa\u4e8e\u56e0\u679c\u51fd\u6570\u6a21\u578b\u7684\u65b9\u6cd5\u548c\u6df7\u5408\u578b\u65b9\u6cd5\u8fd9\u4e09\u5927\u7c7b\u56e0\u679c\u5173\u7cfb\u53d1\u73b0\u65b9\u6cd5\u8fdb\u884c\u4ecb\u7ecd\uff1b\u5e76\u9488\u5bf9\u56e0\u679c\u56fe\u5728\u793e\u4f1a\u8c03\u67e5\u3001\u793e\u4ea4\u7f51\u7edc\u3001\u4eba\u53e3\u53d8\u52a8\u5206\u6790\u7b49\u9886\u57df\u7684\u5e94\u7528\u8fdb\u884c\u63a2\u8ba8\u3002\u540c\u65f6\uff0c\u901a\u8fc7\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528python\u8bed\u8a00\u5bf9\u5178\u578b\u7684\u56e0\u679c\u53d1\u73b0\u65b9\u6cd5\u8fdb\u884c\u7f16\u7a0b\u5b9e\u73b0\uff0c\u4ee5\u53ca\u4f7f\u7528Tetrad\u8f6f\u4ef6\u5b9e\u73b0\u4ece\u6570\u636e\u4e2d\u81ea\u52a8\u8fdb\u884c\u56e0\u679c\u56fe\u6784\u5efa\u7684\u65b9\u6cd5\u3002<\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n
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\u8bfe\u7a0b\u5c06\u91c7\u7528\u300c\u7406\u8bba+\u5e94\u7528+\u5b9e\u64cd\u300d\u7684\u65b9\u5f0f\uff0c\u5bf9\u5f53\u524d\u56e0\u679c\u79d1\u5b66\u4e0e\u793e\u4f1a\u8ba1\u7b97\u7ed3\u5408\u7684\u524d\u6cbf\u6280\u672f\u4e0e\u884c\u4e1a\u843d\u5730\u5b9e\u8df5\u8fdb\u884c\u7cfb\u7edf\u6027\u4ecb\u7ecd\uff0c\u4ece\u800c\u66f4\u597d\u5730\u89e3\u51b3\u7ecf\u6d4e\u5b66\u3001\u751f\u7269\u533b\u5b66\u3001\u4e92\u8054\u7f51\u3001\u6570\u636e\u5206\u6790\u3001\u4eba\u5de5\u667a\u80fd\u7b49\u5b9e\u9645\u5e94\u7528\u95ee\u9898\uff0c\u4e3a\u56fd\u5185\u6559\u80b2\u754c\u3001\u79d1\u7814\u754c\u4ee5\u53ca\u4f01\u4e1a\u754c\u8f93\u9001\u66f4\u591a\u5e74\u8f7b\u4f18\u79c0\u7684\u4ece\u4e8b\u591a\u5b66\u79d1\u4ea4\u53c9\u7814\u7a76\u7684\u4eba\u624d\u3002<\/span><\/section>\n

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1. \u57fa\u672c\u6982\u5ff5\u4e0e\u7406\u8bba<\/span><\/strong><\/span><\/section>\n
1\uff09\u7edf\u8ba1\u4e0e\u6982\u7387\u8bba\u57fa\u7840\u77e5\u8bc6
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2\uff09\u6761\u4ef6\u72ec\u7acb\u6027\u68c0\u9a8c\u65b9\u6cd5
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3\uff09\u6709\u5411\u65e0\u73af\u56fe
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4\uff09\u57fa\u4e8e\u7ea6\u675f\u7684\u56e0\u679c\u53d1\u73b0\u65b9\u6cd5
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5\uff09\u57fa\u4e8e\u56e0\u679c\u51fd\u6570\u6a21\u578b\u7684\u56e0\u679c\u53d1\u73b0\u65b9\u6cd5
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6\uff09\u6df7\u5408\u578b\u65b9\u6cd5\uff1a\u4ee5SELF\u7b97\u6cd5\u4e3a\u4f8b<\/span><\/section>\n

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\u53c2\u8003\u6587\u732e\uff1a<\/span><\/strong><\/section>\n
[1]”Causal discovery and inference: concepts and recent methodological advances” (By Spirtes & Zhang), Applied Informatics, 2016;
<\/span><\/section>\n
[2]\u57fa\u4e8e\u975e\u65f6\u5e8f\u89c2\u5bdf\u6570\u636e\u7684\u56e0\u679c\u5173\u7cfb\u53d1\u73b0\u7efc\u8ff0 (\u8521\u745e\u521d\u7b49\u4eba), \u8ba1\u7b97\u673a\u5b66\u62a5, 2017;
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[3]\u5927\u6570\u636e\u4e2d\u7684\u56e0\u679c\u5173\u7cfb\u53d1\u73b0 (\u8521\u745e\u521d\u7b49\u4eba);
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[4]”Triad Constraints for Learning Causal Structure of Latent Variables” (By Cai et al.), NeurIPS 2019.
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[5]”SELF: Structural Equational Embedded Likelihood Framework for Causal Discovery” (By Cai et al.), AAAI 2018.<\/span><\/section>\n

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2. \u56e0\u679c\u5e94\u7528<\/span><\/strong><\/span><\/section>\n
1\uff09\u793e\u4ea4\u7f51\u7edc\u56e0\u679c\u53d1\u73b0
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2\uff09\u56e0\u679c\u6027\u5b66\u4e60\u7684\u5e94\u7528
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3\uff09\u4eba\u53e3\u53d8\u52a8\u7684\u56e0\u679c\u53d1\u73b0\u548c\u56e0\u679c\u63a8\u7406
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\u53c2\u8003\u6587\u732e\uff1a<\/span><\/strong><\/section>\n
[1]”Understanding Social Causalities Behind Human Action Sequences”(By Cai et al.) TNNLS 2016.<\/span><\/section>\n
[2]”Time Series Domain Adaptation via Sparse Associative Structure Alignment”(By Cai et al.) AAAI 2021.<\/span><\/section>\n

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3. \u5b9e\u64cd\u57f9\u8bad<\/span><\/strong><\/span><\/section>\n
1\uff09python\u73af\u5883\u914d\u7f6e<\/span><\/section>\n
2\uff09dowhy\u5e93\u5b9e\u73b0\u56e0\u679c\u63a8\u7406<\/span><\/section>\n
3\uff09pytrad\u5e93\u5b9e\u73b0\u56e0\u679c\u53d1\u73b0<\/span><\/section>\n
4\uff09Tetrad\u8f6f\u4ef6\u7684\u4f7f\u7528<\/span><\/section>\n

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