{"id":26256,"date":"2021-05-15T13:02:05","date_gmt":"2021-05-15T05:02:05","guid":{"rendered":"https:\/\/swarma.org\/?p=26256"},"modified":"2021-05-15T13:02:05","modified_gmt":"2021-05-15T05:02:05","slug":"%e5%91%a8%e6%97%a5%e7%9b%b4%e6%92%ad%e4%b8%a8%e8%94%a1%e7%91%9e%e5%88%9d%ef%bc%9a%e5%9f%ba%e4%ba%8e%e8%a7%82%e6%b5%8b%e6%95%b0%e6%8d%ae%e7%9a%84%e5%9b%a0%e6%9e%9c%e5%8f%91%e7%8e%b0%e5%8f%8a%e5%9b%a0","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=26256","title":{"rendered":"\u5468\u65e5\u76f4\u64ad\u4e28\u8521\u745e\u521d\uff1a\u57fa\u4e8e\u89c2\u6d4b\u6570\u636e\u7684\u56e0\u679c\u53d1\u73b0\u53ca\u56e0\u679c\u6027\u5b66\u4e60"},"content":{"rendered":"<div class='wxsyncmain'>\n<section powered-by=\"xiumi.us\" style=\"letter-spacing: 0.544px;white-space: normal;color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 15px;background-color: rgb(255, 255, 255);\" data-mpa-powered-by=\"yiban.io\">\n<section style=\"display: inline-block;width: 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1.4;\">\n<p><strong style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><strong style=\"text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\">\u4e3b\u8bb2\u4ecb\u7ecd<\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;\">\n<section style=\"float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: center;\"><br  \/><\/p>\n<p style=\"text-align: center;\"><img class=\"rich_pages\" data-galleryid=\"\" data-ratio=\"1.2879256965944272\" data-s=\"300,640\"  data-type=\"png\" data-w=\"323\" style=\"width: 166px;height: 214px;\" src=\"\/wp-content\/uploads\/2021\/05\/wxsync-2021-05-fc24ec0f797dc4739827abbe830ed2e0.png\"  \/><\/p>\n<h2 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><\/h2>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">\u8521\u745e\u521d<\/span><\/strong><span style=\"color: rgb(63, 63, 63);font-size: 15px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">\uff0c\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<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\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><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<h2 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"color: rgb(33, 166, 210);\"><strong><span style=\"color: rgb(33, 166, 210);font-size: 15px;\">\u53c2\u8003\u6587\u732e<\/span><\/strong><\/span><\/h2>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: normal;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">[1] Cai R, Qiao J, Zhang K, et al. Causal discovery from discrete data using hidden compact representation[C]\/\/Proceedings of the 31st Advances in neural information processing systems, 2018: 2666-2674.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: normal;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">[2] Cai R, Qiao J, Zhang Z, et al. SELF: Structural Equational Likelihood Framework for Causal Discovery[C]\/\/Thirty-Second AAAI Conference on Artificial Intelligence. 2018.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: normal;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">[3] Cai R, Xie F, Glymour C, et al. Triad Constraints for Learning Causal Structure of Latent Variables[C]\/\/Advances in Neural Information Processing Systems. 2019: 12863-12872.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: normal;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">[4] Xie F, Cai R, Huang B, et al. Generalized Independent Noise Condition for Estimating Linear Non-Gaussian Latent Variable Graphs[C]\/\/Proceedings of the 33rd International Conference on Neural Information Processing Systems. 2020.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: normal;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">[5] Cai R, Li J, Zhang Z, et al. DACH: Domain Adaptation Without Domain Information[J]. IEEE Transactions on Neural Networks and Learning Systems, 2020.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: normal;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">[6] Cai R, Chen J, Li Z, et al. Time Series Domain Adaptation via Sparse Associative Structure Alignment[C]\/\/ Proceedings of the 35th AAAI Conference on Artificial Intelligence, 2021.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: normal;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">[7] Cai R, Li Z, Wei P, et al. Learning disentangled semantic representation for domain adaptation[C]\/\/Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence. NIH Public Access, 2019.<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;text-align: left;line-height: normal;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">[8] \u8521\u745e\u521d, \u9648\u8587, \u5f20\u5764, \u7b49. \u57fa\u4e8e\u975e\u65f6\u5e8f\u89c2\u5bdf\u6570\u636e\u7684\u56e0\u679c\u5173\u7cfb\u53d1\u73b0\u7efc\u8ff0[J]. \u8ba1\u7b97\u673a\u5b66\u62a5, 2017, 40(6): 1470-1490.<\/span><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><\/h4>\n<h4 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"color: rgb(33, 166, 210);\"><strong><span style=\"font-size: 15px;\">\u53c2\u4e0e\u65b9\u5f0f\uff1a<\/span><\/strong><\/span><\/h4>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u65f6\u95f4\uff1a5\u670816\u65e5\uff08\u5468\u65e5\uff09\u4e0a\u534810:00-12:00<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"color: rgb(33, 166, 210);\"><strong><span style=\"font-size: 15px;\">\u76f4\u64ad\u65b9\u5f0f\uff1a<\/span><\/strong><\/span><\/section>\n<ul class=\"list-paddingleft-2\" style=\"list-style-type: disc;\">\n<li>\n<p style=\"line-height: 1.75em;margin: 10px 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u672c\u6b21\u8bfb\u4e66\u4f1a\u4e3b\u9898\u5c06\u5728\u96c6\u667a\u4ff1\u4e50\u90e8 B \u7ad9\u514d\u8d39\u76f4\u64ad<\/span><\/p>\n<\/li>\n<li>\n<p style=\"line-height: 1.75em;margin: 10px 8px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4ed8\u8d39\u53c2\u52a0<\/span><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247539257&amp;idx=1&amp;sn=d2bec726db7303f694138c30968214ad&amp;chksm=e89700b4dfe089a21ef3ad96bbbd8e98c476a65056de63912bec5512a998e66e6e0fe7550fbc&amp;scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"font-size: 15px;color: rgb(63, 63, 63);\" data-linktype=\"2\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8bfb\u4e66\u4f1a<\/span><\/a><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u53ef\u52a0\u5165\u817e\u8baf\u4f1a\u8bae\uff0c\u53ef\u63d0\u95ee\u4ea4\u6d41\uff0c\u52a0\u5165\u7fa4\u804a\uff0c\u83b7\u53d6\u56de\u770b\u5730\u5740\uff0c\u6210\u4e3a\u56e0\u679c\u793e\u533a\u79cd\u5b50\u7528\u6237\uff0c\u4e0e400\u4f59\u4f4d\u56e0\u679c\u79d1\u5b66\u793e\u533a\u7684\u4e00\u7ebf\u79d1\u7814\u5de5\u4f5c\u8005\u6c9f\u901a\u4ea4\u6d41\uff0c\u5171\u540c\u63a8\u52a8\u56e0\u679c\u79d1\u5b66\u793e\u533a\u7684\u53d1\u5c55<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u70b9\u51fb\u6587\u672b\u201c<\/span><span style=\"font-size: 15px;color: rgb(0, 122, 170);\">\u9605\u8bfb\u539f\u6587<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u201d\u5373\u53ef\u62a5\u540d\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u3002<\/span><\/p>\n<\/li>\n<\/ul>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"color: rgb(33, 166, 210);\"><strong><span style=\"font-size: 15px;\">\u626b\u7801\u9884\u7ea6B\u7ad9\u514d\u8d39\u76f4\u64ad\uff1a<\/span><\/strong><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"color: rgb(33, 166, 210);\"><strong><span style=\"font-size: 15px;\"><br  \/><\/span><\/strong><\/span><\/section>\n<p style=\"text-align: center;\"><img data-height=\"209\" data-ratio=\"1\"  data-type=\"png\" data-w=\"400\" data-width=\"209\" style=\"width: 137px;height: 137px;\" src=\"\/wp-content\/uploads\/2021\/05\/wxsync-2021-05-f8fcca56bd7ea689ee05d3eeeb53c6fd.png\"  \/><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u626b\u63cf\u4e8c\u7ef4\u7801\uff0c\u70b9\u51fb\u201c\u6211\u8981\u542c\u201d\u9884\u7ea6\uff0c\u5185\u9644 B \u7ad9\u76f4\u64ad\u5730\u5740\uff0c\u53ef\u83b7\u5f97\u6d3b\u52a8\u63d0\u9192<\/span><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">&nbsp;<\/span><\/section>\n<h2 style=\"font-family: -apple-system, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;text-align: center;justify-content: center;\">\n<section style=\"display: inline-block;width: auto;vertical-align: top;min-width: 10%;height: auto;box-shadow: rgb(0, 0, 0) 0px 0px 0px;border-bottom: 9px solid rgb(169, 215, 227);border-bottom-right-radius: 0px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: -15px;\">\n<section style=\"padding-right: 10px;padding-left: 10px;color: rgb(12, 130, 169);line-height: 2;letter-spacing: 3px;\">\n<p><strong>\u56e0\u679c\u79d1\u5b66\u7b2c\u4e8c\u5b63\u8bfb\u4e66\u4f1a\u62a5\u540d\u4e2d<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<\/h2>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u56e0\u679c\u63a8\u65ad\u4e0e\u673a\u5668\u5b66\u4e60\u9886\u57df\u7684\u7ed3\u5408\u5df2\u7ecf\u5438\u5f15\u4e86\u8d8a\u6765\u8d8a\u591a\u6765\u81ea\u5b66\u754c\u4e1a\u754c\u7684\u5173\u6ce8\uff0c\u4e3a\u6df1\u5165\u63a2\u8ba8\u3001\u666e\u53ca\u63a8\u5e7f\u56e0\u679c\u79d1\u5b66\u8bae\u9898\uff0c\u667a\u6e90\u793e\u533a\u643a\u624b\u96c6\u667a\u4ff1\u4e50\u90e8\u5c06\u4e3e\u529e\u7b2c\u4e8c\u5b63\u300c<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);text-decoration: underline;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247539257&amp;idx=1&amp;sn=d2bec726db7303f694138c30968214ad&amp;chksm=e89700b4dfe089a21ef3ad96bbbd8e98c476a65056de63912bec5512a998e66e6e0fe7550fbc&amp;scene=21#wechat_redirect\" textvalue=\"\u56e0\u679c\u79d1\u5b66\u4e0eCausalAI\u8bfb\u4e66\u4f1a\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u56e0\u679c\u79d1\u5b66\u4e0eCausalAI\u8bfb\u4e66\u4f1a<\/a><\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u300d\u3002\u672c\u671f\u8bfb\u4e66\u4f1a\u7740\u529b\u4e8e\u5b9e\u64cd\u6027\u3001\u57fa\u7840\u6027\uff0c\u5c06\u5e26\u9886\u5927\u5bb6\u7cbe\u8bfb\u56e0\u679c\u79d1\u5b66\u65b9\u5411\u4e24\u672c\u975e\u5e38\u53d7\u5e7f\u6cdb\u8ba4\u53ef\u7684\u5165\u95e8\u6559\u6750\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: justify;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">1. Pearl, Judea, Madelyn Glymour, and Nicholas P. Jewell. Causal inference in statistics: A primer. John Wiley &amp; Sons, 2016.<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u672c\u4e66\u4e2d\u8bd1\u7248\u300a\u7edf\u8ba1\u56e0\u679c\u63a8\u7406\u5165\u95e8\uff08\u7ffb\u8bd1\u7248\uff09\u300b\u5df2\u7531\u9ad8\u7b49\u6559\u80b2\u51fa\u7248\u793e\u51fa\u7248\uff09<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: justify;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: justify;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">2. Peters, Jonas, Dominik Janzing, and Bernhard Sch\u00f6lkopf. Elements of causal inference: foundations and learning algorithms. The MIT Press, 2017.<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8bfb\u4e66\u4f1a\u6bcf\u5468\u5c06\u8fdb\u884c\u76f4\u64ad\u8ba8\u8bba\uff0c\u8fdb\u884c\u95ee\u9898\u4ea4\u6d41\u3001\u91cd\u70b9\u6982\u5ff5\u5206\u4eab\u3001\u9605\u8bfb\u6982\u89c8\u548c\u7f16\u7a0b\u5b9e\u8df5\u5185\u5bb9\u5206\u6790\u3002\u975e\u5e38\u9002\u5408\u6709\u673a\u5668\u5b66\u4e60\u80cc\u666f\uff0c\u5e0c\u671b\u6df1\u5165\u5b66\u4e60\u56e0\u679c\u79d1\u5b66\u57fa\u7840\u77e5\u8bc6\u548c\u91cd\u8981\u6a21\u578b\u65b9\u6cd5\uff0c\u5bfb\u6c42\u89e3\u51b3\u76f8\u5173\u7814\u7a76\u95ee\u9898\u7684\u670b\u53cb\u53c2\u52a0\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u76ee\u524d\u56e0\u679c\u79d1\u5b66\u8bfb\u4e66\u4f1a\u7cfb\u5217\uff0c\u5df2\u7ecf\u6709\u63a5\u8fd1400\u591a\u4f4d\u7684\u6d77\u5185\u5916\u9ad8\u6821\u79d1\u7814\u9662\u6240\u7684\u4e00\u7ebf\u79d1\u7814\u5de5\u4f5c\u8005\u4ee5\u53ca\u4e92\u8054\u7f51\u4e00\u7ebf\u4ece\u4e1a\u4eba\u5458\u53c2\u4e0e\uff0c\u5438\u5f15\u4e86\u56fd\u5185\u548c\u56fd\u9645\u4e0a\u5927\u90e8\u5206\u7684\u56e0\u679c\u79d1\u5b66\u9886\u57df\u7684\u4e13\u4e1a\u79d1\u7814\u4eba\u5458\uff0c\u5982\u679c\u4f60\u4e5f\u5bf9\u8fd9\u4e2a\u4e3b\u9898\u611f\u5174\u8da3\uff0c\u60f3\u8981\u6df1\u5ea6\u5730\u53c2\u4e0e\uff0c\u5c31\u5feb\u52a0\u5165\u6211\u4eec\u5427\uff01<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<h2 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"color: rgb(33, 166, 210);\"><strong><span style=\"font-size: 15px;\">\u62a5\u540d\uff1a\uff08\u957f\u671f\u6709\u6548\uff09<\/span><\/strong><\/span><\/h2>\n<p><span style=\"color: rgb(33, 166, 210);\"><strong><span style=\"font-size: 15px;\"><br  \/><\/span><\/strong><\/span><\/p>\n<p style=\"text-align: center;\"><img class=\"rich_pages js_insertlocalimg\" data-ratio=\"1\" data-s=\"300,640\"  data-type=\"png\" data-w=\"301\" style=\"width: 146px;height: 146px;\" src=\"\/wp-content\/uploads\/2021\/05\/wxsync-2021-05-44a9c42768bb00bd4aa0aab774c302ef.png\"  \/><\/p>\n<p style=\"text-align: center;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 5px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7b2c\u4e00\u6b65\uff1a\u626b\u7801\u586b\u5199\u62a5\u540d\u4fe1\u606f\u3002<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 5px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7b2c\u4e8c\u6b65\uff1a\u4fe1\u606f\u586b\u5199\u4e4b\u540e\uff0c\u8fdb\u5165\u4ed8\u6b3e\u6d41\u7a0b\uff0c\u63d0\u4ea4\u4fdd\u8bc1\u91d1299\u5143\u3002<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u7b26\u5408\u9000\u8d39\u6761\u4ef6\u540e\u53ef\u9000\u8d39\u3002\uff09<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 5px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7b2c\u4e09\u6b65\uff1a\u6dfb\u52a0\u8d1f\u8d23\u4eba\u5fae\u4fe1\uff0c\u62c9\u5165\u5bf9\u5e94\u7684\u8bfb\u4e66\u4f1a\u8ba8\u8bba\u7fa4\u3002<\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6211\u4eec\u4e5f\u4f1a\u5bf9\u6bcf\u6b21\u5206\u4eab\u7684\u5185\u5bb9\u8fdb\u884c\u5f55\u5236\uff0c\u526a\u8f91\u540e\u53d1\u5e03\u5728\u96c6\u667a\u5b66\u56ed\u7684\u5b98\u7f51\u4e0a\uff0c\u4f9b\u8bfb\u4e66\u4f1a\u6210\u5458\u56de\u770b\u3002<\/span><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 5px;\"><span style=\"color: rgb(33, 166, 210);\"><strong><span style=\"font-size: 15px;\">\u76f8\u5173\u8d44\u6599\u63a8<\/span><span style=\"font-size: 15px;text-decoration: none;\">\u8350\uff1a<\/span><\/strong><\/span><\/p>\n<ul class=\"list-paddingleft-2\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 14px;color: rgb(0, 122, 170);font-weight: bold;\">\n<p style=\"line-height: 1.75em;margin-bottom: 5px;\"><a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247541392&amp;idx=1&amp;sn=b7a3f6f28645c82cfc0dfacfa975efd1&amp;scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color: rgb(0, 122, 170);font-size: 14px;text-decoration: underline;\" data-linktype=\"2\"><strong><span style=\"font-size: 14px;color: rgb(0, 122, 170);\">\u56e0\u679c\u8868\u5f81\u5b66\u4e60\u6700\u65b0\u7efc\u8ff0\uff1a\u8fde\u63a5\u56e0\u679c\u79d1\u5b66\u4e0e\u673a\u5668\u5b66\u4e60\u7684\u6865\u6881<\/span><\/strong><\/a><\/p>\n<\/li>\n<li style=\"font-size: 14px;color: rgb(0, 122, 170);font-weight: bold;\">\n<p style=\"line-height: 1.75em;margin-bottom: 5px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247539257&amp;idx=1&amp;sn=d2bec726db7303f694138c30968214ad&amp;chksm=e89700b4dfe089a21ef3ad96bbbd8e98c476a65056de63912bec5512a998e66e6e0fe7550fbc&amp;scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color: rgb(0, 122, 170);font-size: 14px;text-decoration: underline;\" data-linktype=\"2\"><strong><span style=\"font-size: 14px;color: rgb(0, 122, 170);\">\u8fde\u63a5\u7edf\u8ba1\u5b66\u3001\u673a\u5668\u5b66\u4e60\u4e0e\u56e0\u679c\u79d1\u5b66\u8bfb\u4e66\u4f1a\u518d\u8d77\u822a<\/span><\/strong><\/a><\/p>\n<\/li>\n<li style=\"font-size: 14px;color: rgb(0, 122, 170);font-weight: bold;\">\n<p style=\"line-height: 1.75em;margin-bottom: 5px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247526675&amp;idx=1&amp;sn=79553a046e58955e7792338e46d466b1&amp;chksm=e897339edfe0ba8803edebcb87eb32f8f08d1c1184c399f090e1949c809a83c2902415a702fd&amp;scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color: rgb(0, 122, 170);font-size: 14px;text-decoration: underline;\" data-linktype=\"2\"><strong><span style=\"font-size: 14px;color: rgb(0, 122, 170);\">\u56e0\u679c\u9636\u68af\u4e0eDo-\u6f14\u7b97\uff1a\u600e\u6837\u5b8c\u7f8e\u5730\u8bc1\u660e\u5438\u70df\u81f4\u764c\uff1f<\/span><\/strong><\/a><\/p>\n<\/li>\n<li style=\"font-size: 14px;color: rgb(0, 122, 170);font-weight: bold;\">\n<p style=\"line-height: 1.75em;margin-bottom: 5px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247520420&amp;idx=1&amp;sn=ed8b2a5734671c9b462e94841bb21b98&amp;chksm=e897ca29dfe0433f69f2c9044ab0bcdad6fc65c9fa238cd20347f0c7dcc335f578c1861ecd9d&amp;scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color: rgb(0, 122, 170);font-size: 14px;text-decoration: underline;\" data-linktype=\"2\"><strong><span style=\"font-size: 14px;color: rgb(0, 122, 170);\">\u56e0\u679c\u53d1\u73b0\uff1a\u5982\u4f55\u8ba9\u7b97\u6cd5\u6210\u4e3a\u590d\u6742\u7cfb\u7edf\u4e2d\u7684\u201c\u798f\u5c14\u6469\u65af\u201d\uff1f<\/span><\/strong><\/a><\/p>\n<\/li>\n<li style=\"font-size: 14px;color: rgb(0, 122, 170);font-weight: bold;\">\n<p style=\"line-height: 1.75em;margin-bottom: 5px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247526157&amp;idx=3&amp;sn=2835cb0114b57d01ce78198c72006ace&amp;chksm=e8973d80dfe0b49659a602851620ca5df0cd1e43e5f6cbfdbf6937457c501462e6a2a11bf364&amp;scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color: rgb(0, 122, 170);font-size: 14px;text-decoration: underline;\" data-linktype=\"2\"><strong><span style=\"font-size: 14px;color: rgb(0, 122, 170);\">PC\u7b97\u6cd5\uff1a\u7f3a\u5931\u6570\u636e\u4e0b\u7684\u56e0\u679c\u53d1\u73b0<\/span><\/strong><\/a><\/p>\n<\/li>\n<li style=\"font-size: 14px;color: rgb(0, 122, 170);font-weight: bold;\">\n<p style=\"line-height: 1.75em;margin-bottom: 5px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247521609&amp;idx=1&amp;sn=dd2f34baa3f9cd43f4a319d763086d73&amp;chksm=e897cfc4dfe046d258a6ac12184c259898b2d356e7e386f004461fbc19d7485e6ae4a3b1fdeb&amp;scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color: rgb(0, 122, 170);font-size: 14px;text-decoration: underline;\" data-linktype=\"2\"><strong><span style=\"font-size: 14px;color: rgb(0, 122, 170);\">\u5982\u4f55\u5728\u89c2\u6d4b\u6570\u636e\u4e0b\u8fdb\u884c\u56e0\u679c\u6548\u5e94\u8bc4\u4f30<\/span><\/strong><\/a><\/p>\n<\/li>\n<li style=\"font-size: 14px;color: rgb(0, 122, 170);font-weight: bold;\">\n<p style=\"line-height: 1.75em;margin-bottom: 5px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247520660&amp;idx=1&amp;sn=22cc85b84b5e22aae45e5a60bf789276&amp;chksm=e897cb19dfe0420f42634d4057d03c81c38449ff6daebc4c875dab695fb463abe3c9d2025414&amp;scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color: rgb(0, 122, 170);font-size: 14px;text-decoration: underline;\" data-linktype=\"2\"><strong><span style=\"font-size: 14px;color: rgb(0, 122, 170);\">\u501f\u52a9\u56e0\u679c\u63a8\u65ad\uff0c\u66f4\u9c81\u68d2\u7684\u673a\u5668\u5b66\u4e60\u6765\u4e86\uff01<\/span><\/strong><\/a><\/p>\n<\/li>\n<li style=\"font-size: 14px;color: rgb(0, 122, 170);font-weight: bold;\">\n<p style=\"line-height: 1.75em;margin-bottom: 5px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247520023&amp;idx=1&amp;sn=1c129b89ad642eaf166c532a50c0fc7c&amp;chksm=e897d59adfe05c8c9b96ede9754e359f42aa8f7adc2e37da744eff2b9b320d8222a0ea72de1d&amp;scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color: rgb(0, 122, 170);font-size: 14px;text-decoration: underline;\" data-linktype=\"2\"><strong><span style=\"font-size: 14px;color: rgb(0, 122, 170);\">\u56e0\u679c\u79d1\u5b66\u600e\u6837\u6539\u53d8\u4eba\u5de5\u667a\u80fd\u548c\u73b0\u5b9e\u4e16\u754c\uff1f| BDSC2020\u56e0\u679c\u63a8\u65ad\u5206\u4f1a\u573a\u56de\u987e<\/span><\/strong><\/a><\/p>\n<\/li>\n<li style=\"font-size: 14px;color: rgb(0, 122, 170);font-weight: bold;\">\n<p style=\"line-height: 1.75em;margin-bottom: 5px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247506966&amp;idx=1&amp;sn=4a77e194848fde84154ee906826e0fb5&amp;chksm=e897869bdfe00f8d638a21570f9d11786f8d5bdff359731ecb608bd490227e759c437278634b&amp;scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color: rgb(0, 122, 170);font-size: 14px;text-decoration: underline;\" data-linktype=\"2\"><strong><span style=\"font-size: 14px;color: rgb(0, 122, 170);\">\u56e0\u679c\u89c2\u5ff5\u65b0\u9769\u547d\uff1f\u4e07\u5b57\u957f\u6587\uff0c\u89e3\u8bfb\u590d\u6742\u7cfb\u7edf\u80cc\u540e\u7684\u6697\u56e0\u679c<\/span><\/strong><\/a><\/p>\n<\/li>\n<li style=\"font-size: 14px;color: rgb(0, 122, 170);font-weight: bold;\">\n<p style=\"line-height: 1.75em;margin-bottom: 5px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247500020&amp;idx=1&amp;sn=7cef5358569c9d9a2983a3b65ff7d331&amp;chksm=e8979a79dfe0136fe46239c480ed103924b01e09cfe4c764ca6219d075a4638dcb1c2be408e9&amp;scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color: rgb(0, 122, 170);font-size: 14px;text-decoration: underline;\" data-linktype=\"2\"><strong><span style=\"font-size: 14px;color: rgb(0, 122, 170);\">\u56e0\u679c\u4e4b\u7bad\u6307\u5411\u4f55\u65b9\uff1f| \u56fe\u7075\u5956\u5f97\u4e3b\u73c0\u5c14\u7684\u300a\u4e3a\u4ec0\u4e48\u300b<\/span><\/strong><\/a><\/p>\n<\/li>\n<li style=\"font-size: 14px;color: rgb(0, 122, 170);font-weight: bold;\">\n<section style=\"line-height: 1.75em;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247500714&amp;idx=1&amp;sn=f1edec0d7a4ea551e1a75e5cea470060&amp;chksm=e8979927dfe0103134a871b591329319716b9aaee97822a9c09b69c716e13fe414e17d445665&amp;scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color: rgb(0, 122, 170);font-size: 14px;text-decoration: underline;\" data-linktype=\"2\"><strong><span style=\"font-size: 14px;color: rgb(0, 122, 170);\">\u4e3a\u4e86\u7814\u7a76\u56e0\u679c\u5173\u7cfb\uff0c\u539f\u6765\u79d1\u5b66\u5bb6\u5728\u8fd9\u4e48\u591a\u65b9\u5411\u4e0a\u90fd\u6709\u5c1d\u8bd5<\/span><\/strong><\/a><\/section>\n<\/li>\n<\/ul>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"color: rgb(255, 255, 255);font-family: PingFangSC-light;font-size: 15px;font-weight: 700;letter-spacing: 0.544px;text-align: left;background-color: rgb(12, 130, 169);\">\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u5373\u53ef\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/section>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfc\u8bed 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