{"id":34185,"date":"2022-05-04T20:05:55","date_gmt":"2022-05-04T12:05:55","guid":{"rendered":"https:\/\/swarma.org\/?p=34185"},"modified":"2022-05-04T20:05:55","modified_gmt":"2022-05-04T12:05:55","slug":"%e5%a4%a7%e6%95%b0%e6%8d%ae%e5%9b%a0%e6%9e%9c%e6%8e%a8%e6%96%ad%ef%bc%9a%e6%95%b0%e6%8d%ae%e9%a9%b1%e5%8a%a8%e5%bc%8f%e5%ad%a6%e4%b9%a0%e4%b8%8b%e7%9a%84%e5%9b%a0%e6%9e%9c%e6%b7%b7%e6%b7%86%e5%8e%bb","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=34185","title":{"rendered":"\u5927\u6570\u636e\u56e0\u679c\u63a8\u65ad\uff1a\u6570\u636e\u9a71\u52a8\u5f0f\u5b66\u4e60\u4e0b\u7684\u56e0\u679c\u6df7\u6dc6\u53bb\u504f\u7b97\u6cd5"},"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: 661px;vertical-align: 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src=\"\/wp-content\/uploads\/2022\/05\/wxsync-2022-05-e16cd5b776e38a4f6806c73548bdc7d4.png\"  \/><strong style=\"letter-spacing: 0.544px;text-align: right;font-size: 13px;color: rgb(0, 0, 0);\"><\/strong><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 0pt;margin-bottom: 0pt;letter-spacing: 0.544px;white-space: normal;color: rgb(73, 73, 73);line-height: 1.7;font-size: 11pt;font-family: PingFangSC-light;background-color: rgb(255, 255, 255);text-align: right;\">\n<p><span style=\"color: rgb(63, 63, 63);font-size: 13px;font-family: PingFangSC-light;letter-spacing: 0.544px;text-align: right;background-color: rgb(255, 255, 255);\">\u5434\u5b89\u9e4f<\/span><span style=\"font-size: 13px;color: rgb(73, 73, 73);font-family: PingFangSC-light;letter-spacing: 0.544px;text-align: right;background-color: rgb(255, 255, 255);\"><strong style=\"color: rgb(0, 0, 0);\">&nbsp;| \u4f5c\u8005<\/strong><\/span><\/p>\n<p><span style=\"letter-spacing: 0.544px;color: rgb(63, 63, 63);font-size: 13px;\">\u9093\u4e00\u96ea<\/span><span style=\"letter-spacing: 0.544px;font-size: 13px;\"><strong style=\"color: rgb(0, 0, 0);\">&nbsp;| \u7f16\u8f91<\/strong><\/span><br  \/><\/p>\n<p><br  \/><\/p>\n<\/section>\n<p style=\"font-variant-numeric: normal;font-variant-east-asian: normal;font-stretch: normal;font-size: 13px;line-height: normal;font-family: &quot;Helvetica Neue&quot;;color: rgb(0, 0, 0);text-align: center;white-space: normal;\"><br  \/><\/p>\n<h3 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=\"letter-spacing: 0.544px;font-family: PingFangSC-light;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 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style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 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style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u6216\u66f4\u957f\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff0c\u8fd9\u5e76\u4e0d\u80fd\u8bf4\u660e\u66b4\u9732\u4e8e\u94c0\u77ff\u4e0d\u4f1a\u5f71\u54cd\u5bff\u547d\uff0c\u800c\u53ef\u80fd\u662f\u56e0\u4e3a\u94c0\u77ff\u5de5\u4eba\u662f\u7ecf\u8fc7\u6311\u9009\u51fa\u6765\u7684\u8eab\u4f53\u5065\u58ee\u7684\u4eba\uff0c\u5047\u82e5\u5f53\u5e74\u4ed6\u4eec\u4e0d\u66b4\u9732\u4e8e\u94c0\u77ff\u7684\u8bdd\uff0c\u5bff\u547d\u53ef\u80fd\u4f1a\u66f4\u957f\u4e00\u4e9b\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 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style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u6216\u6210\u4e3a\u6df7\u6dc6\u53d8\u91cf\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u3002\u5728\u6559\u79d1\u4e66<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">[Pearl J. 2009]<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e2d\uff0cPearl\u5c06\u7531\u4e8e\u6570\u636e\u4e2d\u5b58\u5728\u6df7\u6dc6\u56e0\u7d20\u5bfc\u81f4\u7ed3\u679c\u51fa\u73b0\u504f\u5dee\u7684\u73b0\u8c61\uff0c\u79f0\u4e4b\u4e3a<strong>\u6df7\u6dc6\u504f\u5dee\u73b0\u8c61<\/strong>\u3002\u6df7\u6dc6\u504f\u5dee\u73b0\u8c61\u548c\u8f9b\u666e\u68ee\u6096\u8bba\u9009\u62e9\u6027\u504f\u5dee\u73b0\u8c61\u540c\u4e3a\u9020\u6210\u7edf\u8ba1\u5f0f\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u6cdb\u5316\u80fd\u529b\u548c\u9c81\u68d2\u6027\u6a21\u578b\u5b66\u4e60\u80fd\u529b\u5dee\u7684\u4e3b\u8981\u539f\u56e0\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e3a\u6b64\uff0c\u56e0\u679c\u63a8\u7406\u63d0\u51fa\u91c7\u7528\u56e0\u679c\u89c6\u89d2\u8bc6\u522b\u6570\u636e\u4e2d\u6f5c\u5728\u7684\u6df7\u6dc6\u53d8\u91cf\u5e76\u6d88\u9664\u6df7\u6dc6\u8bef\u5dee\uff0c\u4ece\u800c\u63d0\u9ad8\u6a21\u578b\u5927\u6570\u636e\u63a8\u7406\u7684\u51c6\u786e\u6027\u548c\u6cdb\u5316\u6027\u3002\u5728\u4e8c\u503c\u5e72\u9884\u573a\u666f\u4e0b\uff0c\u4e3b\u8981\u7814\u7a76\u5185\u5bb9\u548c\u521b\u65b0\u6210\u679c\u5982\u4e0b\uff1a\uff081\uff09\u9762\u5411\u9ad8\u7ef4\u6570\u636e\uff0c\u63d0\u51fa\u4e86\u6df7\u6dc6\u53d8\u91cf\u8bc6\u522b\u89e3\u8026\u6846\u67b6\u6765\u6d88\u9664\u6df7\u6dc6\u8bef\u5dee\uff1b\uff082\uff09\u9762\u5411\u9ad8\u7ef4\u6570\u636e\uff0c\u5bf9\u6df7\u6dc6\u53d8\u91cf\u8fdb\u884c\u533a\u5206\u6027\u8bc6\u522b\u5e76\u5339\u914d\uff1b\uff083\uff09\u9488\u5bf9\u672a\u89c2\u6d4b\u5230\u7684\u9690\u6027\u6df7\u6dc6\u53d8\u91cf\uff0c\u63d0\u51fa\u4e86\u5de5\u5177\u53d8\u91cf\u8868\u5f81\u8bc6\u522b\u6846\u67b6\u6765\u8fdb\u884c\u53bb\u6df7\u6dc6\u6570\u636e\u63a8\u7406\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 0em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.6400506970849176\" data-type=\"png\" data-w=\"789\" style=\"height: auto !important;\"  src=\"\/wp-content\/uploads\/2022\/05\/wxsync-2022-05-ce6b4c0d55ec93ee0821fb7a64fa55d7.png\"  \/><\/p>\n<blockquote class=\"js_blockquote_wrap\" data-type=\"2\" data-url=\"\" data-author-name=\"\" data-content-utf8-length=\"115\" data-source-title=\"\">\n<section class=\"js_blockquote_digest\">\n<section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 15px;\">\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 15px;\">Learning Decomposed Representations for Treatment Effect Estimation<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 15px;\">\u8bba\u6587\u94fe\u63a5\uff1a<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: left;\"><span style=\"color: rgb(136, 136, 136);font-size: 15px;\">https:\/\/ieeexplore.ieee.org\/document\/9712445<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"font-variant-numeric: normal;font-variant-east-asian: normal;font-stretch: normal;font-size: 13px;line-height: normal;font-family: &quot;Helvetica Neue&quot;;color: rgb(0, 0, 0);text-align: center;white-space: normal;\"><br  \/><\/p>\n<h3 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=\"letter-spacing: 0.544px;font-family: PingFangSC-light;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;font-family: -apple-system-font, 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;text-align: center;\">\n<section style=\"display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -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 style=\"clear: both;line-height: 0;\">\n<section style=\"line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 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;\">2. \u6df7\u6dc6\u53d8\u91cf\u8bc6\u522b<\/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<\/section>\n<\/h3>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8bba\u6587 <em>Learning Decomposed Representations for Treatment Effect Estimation<\/em> \u8ba4\u4e3a\u5728\u73b0\u5b9e\u573a\u666f\u4e2d\uff0c\u4ee5\u533b\u7597\u573a\u666f<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u56fe1\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e3a\u4f8b\uff0c\u6570\u636e\u7684\u672c\u8d28\u53ef\u4ee5\u5206\u89e3\u4e3a\u56db\u4e2a\u90e8\u5206\uff1a\u4ec5\u5f71\u54cd\u5e72\u9884\u5206\u914d\u7684\u5de5\u5177\u53d8\u91cfI\u3001\u540c\u65f6\u5f71\u54cd\u5e72\u9884\u5206\u914d\u548c\u7ed3\u679c\u7684\u6df7\u6dc6\u53d8\u91cfC\u3001\u53ea\u5f71\u54cd\u7ed3\u679c\u7684\u8c03\u6574\u53d8\u91cfA\u3001\u4e0e\u5e72\u9884\u5206\u914d\u548c\u7ed3\u679c\u90fd\u4e0d\u76f8\u5e72\u7684\u65e0\u5173\u53d8\u91cf<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08\u65e0\u5173\u7684\u566a\u58f0\u53d8\u91cf\u4fe1\u606f\u5c06\u88ab\u6a21\u578b\u7a00\u91ca\u548c\u5220\u9664\uff0c\u5c06\u4e0d\u4f1a\u51fa\u73b0\u5728\u6a21\u578b\u6570\u636e\u6d41\u5185\uff0c\u56e0\u6b64\u5728\u56fe\u4e2d\u4e0d\u8fdb\u884c\u6807\u6ce8\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u3002\u901a\u8fc7\u89e3\u8026\u8868\u5f81\u6a21\u578b<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08DeR-CFR\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff0c\u6211\u4eec\u671f\u671b\u6a21\u578b\u5728\u5b66\u4e60\u5230\u5e72\u9884\u5206\u914d\u4fe1\u606f\u7684\u540c\u65f6\uff0c\u4e5f\u80fd\u591f\u4fdd\u7559\u6709\u6548\u7684\u7528\u4e8e\u9884\u6d4b\u7ed3\u679c\u7684\u4fe1\u606f\uff0c\u5e76\u5254\u9664\u65e0\u5173\u4fe1\u606f\u7684\u5e72\u6270\uff0c\u76f8\u4fe1\u8fd9\u80fd\u8fdb\u4e00\u6b65\u63a8\u52a8\u5927\u6570\u636e\u9886\u57df\u7684\u53d1\u5c55\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 0em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.48233046800382046\" data-type=\"png\" data-w=\"1047\" style=\"height: auto !important;\"  src=\"\/wp-content\/uploads\/2022\/05\/wxsync-2022-05-d33c101b74ce74012ffa385f92a2ca50.png\"  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe1 \u6df7\u6dc6\u53d8\u91cf\u8bc6\u522b\u5206\u79bb\u8868\u5f81\u6846\u67b6<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5176\u6838\u5fc3\u601d\u60f3\u5982\u4e0b\uff1a<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8c03\u6574\u53d8\u91cf\u8868\u5f81\u5206\u79bb<\/span><\/strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff1a\u57fa\u4e8e\u8c03\u6574\u53d8\u91cf\u53ea\u5f71\u54cd\u7ed3\u679c\u53d8\u91cf\u800c\u4e0d\u5f71\u54cd\u5e72\u9884\u53d8\u91cf\u7684\u6027\u8d28\uff0c\u6211\u4eec\u53ef\u4ee5\u5229\u7528\u8c03\u6574\u53d8\u91cf\u4e0e\u5e72\u9884\u53d8\u91cf\u72ec\u7acb\u7684\u6027\u8d28\u6765\u5b66\u4e60\u8c03\u6574\u53d8\u91cf\u7684\u8868\u5f81\u4fe1\u606fA(X)\uff0c\u8be5\u72ec\u7acb\u7ea6\u675f\u5c06\u4f1a\u4e25\u683c\u9650\u5236\u5de5\u5177\u53d8\u91cfI\u548c\u6df7\u6dc6\u53d8\u91cfC\u7684\u4fe1\u606f\u8fdb\u5165\u8868\u5f81\u7f51\u7edcA(X)\u3002\u6b64\u5916\uff0c\u4e3a\u4e86\u7ea6\u675f\u8c03\u6574\u53d8\u91cf\u7684\u4fe1\u606f\u5b8c\u6574\u5168\u90e8\u8fdb\u5165\u8c03\u6574\u53d8\u91cf\u7f51\u7edc\uff0c\u800c\u4e0d\u4f1a\u88ab\u50cf\u8bef\u5dee\u53d8\u91cf\u4e00\u6837\u7a00\u758f\u4e22\u5f03\uff0c\u6211\u4eec\u8fd8\u91c7\u7528g<span style=\"font-size: 12px;\"><sub>A<\/sub><\/span>\u7f51\u7edc\u5c3d\u53ef\u80fd\u51c6\u786e\u5730\u53bb\u4f7f\u7528\u8868\u5f81\u4fe1\u606fA(X)\u51c6\u786e\u9884\u6d4b\u7ed3\u679c\u53d8\u91cfY\uff0c\u4ece\u800c\u786e\u4fdd\u8c03\u6574\u53d8\u91cf\u7684\u4fe1\u606f\u5b8c\u6574\u8fdb\u5165\u8868\u5f81\u7f51\u7edcA(X)\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6df7\u6dc6\u53d8\u91cf\u8868\u5f81\u5e73\u8861<\/span><\/strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff1a\u7ecf\u8fc7\u6211\u4eec\u6a21\u578b\u7684\u8fed\u4ee3\u8bad\u7ec3\uff0c\u6211\u4eec\u5c06\u53ef\u4ee5\u8bc6\u522b\u5f97\u5230\u5de5\u5177\u53d8\u91cf\u8868\u5f81\u3001\u6df7\u6dc6\u53d8\u91cf\u8868\u5f81\u4ee5\u53ca\u8c03\u6574\u53d8\u91cf\u8868\u5f81\u3002\u4f46\u5728\u6b64\u4e4b\u524d\uff0c\u6211\u4eec\u8fd8\u9700\u8981\u5bf9\u6df7\u6dc6\u53d8\u91cf\u8868\u5f81\u52a0\u4ee5\u5e73\u8861\uff0c\u4e0d\u540c\u4e8e\u5148\u524d\u7684\u4f9d\u8d56\u4e8e\u503e\u5411\u503c\u51c6\u786e\u6027\u7684\u9006\u503e\u5411\u503c\u52a0\u6743\u6cd5\uff0c\u6211\u4eec\u901a\u8fc7\u795e\u7ecf\u7f51\u7edc\u81ea\u9002\u5e94\u5b66\u4e60\u4e00\u4e2a\u6837\u672c\u6743\u91cd\u8fdb\u884c\u6837\u672c\u52a0\u6743\uff0c\u5e76\u91c7\u7528\u6700\u5927\u5747\u503c\u5dee\u5f02\u6307\u6807<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08Maximum Mean Discrepancy\uff0cMMD\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8861\u91cf\u5e72\u9884\u7ec4\u548c\u63a7\u5236\u7ec4\u6df7\u6dc6\u53d8\u91cf\u8868\u5f81\u5206\u5e03\u7684\u5dee\u5f02\u5ea6\u91cf\u72ec\u7acb\u6307\u6807\uff0c\u5f53\u4e24\u4e2a\u5206\u5e03\u7684\u5dee\u5f02\u7b49\u4e8e0\u65f6\uff0c\u6211\u4eec\u53ef\u4ee5\u8ba4\u4e3a\u6df7\u6dc6\u53d8\u91cf\u7684\u8868\u5f81\u5206\u5e03\u4e0e\u5e72\u9884\u5206\u914d\u72ec\u7acb\uff0c\u5373\u65e0\u8bba\u662f\u5e72\u9884\u7ec4\u8fd8\u662f\u5206\u5e03\u7ec4\uff0c\u5176\u6df7\u6dc6\u8868\u5f81\u5206\u5e03\u90fd\u76f8\u540c\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5de5\u5177\u53d8\u91cf\u8868\u5f81\u5206\u79bb<\/span><\/strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff1a\u57fa\u4e8e\u5de5\u5177\u53d8\u91cf\u53ea\u901a\u8fc7\u5f71\u54cd\u5e72\u9884\u53d8\u91cf\u4ece\u800c\u95f4\u63a5\u5f71\u54cd\u7ed3\u679c\u53d8\u91cf\u7684\u6027\u8d28\uff0c\u6211\u4eec\u53ef\u4ee5\u5229\u7528\u7ed9\u5b9a\u5e72\u9884\u53d8\u91cf\u548c\u6df7\u6dc6\u5e73\u8861\uff0c\u5de5\u5177\u53d8\u91cf\u6761\u4ef6\u72ec\u7acb\u4e8e\u7ed3\u679c\u53d8\u91cf\u7684\u6027\u8d28\u6765\u5b66\u4e60\u5de5\u5177\u53d8\u91cf\u7684\u8868\u5f81\u4fe1\u606fI(X)\uff0c\u8be5\u6761\u4ef6\u72ec\u7acb\u7ea6\u675f\u5c06\u4f1a\u4e25\u683c\u9650\u5236\u6df7\u6dc6\u53d8\u91cfC\u548c\u8c03\u6574\u53d8\u91cfA\u7684\u4fe1\u606f\u8fdb\u5165\u8868\u5f81\u7f51\u7edcI(X)\u3002\u6b64\u5916\uff0c\u4e3a\u4e86\u7ea6\u675f\u5de5\u5177\u53d8\u91cf\u7684\u4fe1\u606f\u5b8c\u6574\u5168\u90e8\u8fdb\u5165\u5de5\u5177\u53d8\u91cf\u7f51\u7edc\uff0c\u6211\u4eec\u540c\u6837\u91c7\u7528\u4e00\u4e2ag<span style=\"font-size: 12px;\"><sub>I<\/sub><\/span>\u7f51\u7edc\u5c3d\u53ef\u80fd\u51c6\u786e\u5730\u53bb\u4f7f\u7528\u8868\u5f81\u4fe1\u606fI(X)\u51c6\u786e\u9884\u6d4b\u5e72\u9884\u53d8\u91cfT\uff0c\u4ece\u800c\u786e\u4fdd\u5de5\u5177\u53d8\u91cf\u7684\u4fe1\u606f\u5b8c\u6574\u8fdb\u5165\u8868\u5f81\u7f51\u7edcI(X)\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"font-variant-numeric: normal;font-variant-east-asian: normal;font-stretch: normal;font-size: 13px;line-height: normal;font-family: &quot;Helvetica Neue&quot;;color: rgb(0, 0, 0);text-align: center;white-space: normal;\"><br  \/><\/p>\n<h3 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=\"letter-spacing: 0.544px;font-family: PingFangSC-light;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;font-family: -apple-system-font, 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;text-align: center;\">\n<section style=\"display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -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 style=\"clear: both;line-height: 0;\">\n<section style=\"line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 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;\">3. \u6df7\u6dc6\u533a\u5206\u5339\u914d<\/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<\/section>\n<\/h3>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u56e0\u679c\u63a8\u7406\u7684\u4e00\u4e2a\u57fa\u672c\u95ee\u9898\u662f\u4f7f\u7528\u53d8\u91cf\u6df7\u6dc6\u7684\u89c2\u5bdf\u6570\u636e\u6765\u4f30\u8ba1\u56e0\u679c\u6548\u5e94\u3002\u63a7\u5236\u6df7\u6dc6\u504f\u5dee\u7684\u7ecf\u5178\u65b9\u6cd5\u662f\u5339\u914d\u5177\u6709\u4e0d\u540c\u5e72\u9884\u4f46\u534f\u53d8\u91cf\u76f8\u4f3c\u7684\u4e2a\u4f53\u3002\u4f46\u662f\uff0c\u4f20\u7edf\u7684\u5339\u914d\u65b9\u6cd5\u65e0\u6cd5\u5728\u4f17\u591a\u6f5c\u5728\u7684\u6df7\u6dc6\u53d8\u91cf\u4e2d\u8fdb\u884c\u9009\u62e9\u548c\u533a\u5206\uff0c\u4ece\u800c\u5bfc\u81f4\u6027\u80fd\u4e0d\u4f73\u3002\u901a\u8fc7\u5b66\u4e60\u53d8\u91cf\u548c\u4e2a\u4f53\u5339\u914d\u7684\u6df7\u6dc6\u53d8\u91cf\u6743\u91cd\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u533a\u5206\u6027\u5339\u914d<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08Differentiated Matching\uff0cDM\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7b97\u6cd5\uff0c\u7528\u4e8e\u4f30\u8ba1\u4e2a\u4f53\u548c\u5e73\u5747\u56e0\u679c\u6548\u5e94\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><em><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Estimating Treatment Effect via Differentiated Confounder Matching <\/span><\/em><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6307\u51fa\uff1a\u5728\u5339\u914d\u6cd5\u4e2d\uff0c\u56e0\u679c\u6548\u5e94\u7684\u504f\u5dee\u4e3b\u8981\u7531\u5339\u914d\u5230\u7684\u63a7\u5236\u4e2a\u4f53\u4ee5\u53ca\u5e72\u9884\u4e2a\u4f53 \u7684\u5dee\u522b\u6240\u5bfc\u81f4\u3002\u5373\u88ab\u9009\u4e3a\u5339\u914d\u6837\u672c\u96be\u514d\u4f1a\u4e0e\u5f53\u524d\u6837\u672c\u6709\u6240\u51fa\u5165\uff0c\u8fd9\u5bfc\u81f4\u4e86\u7ed3\u679c\u504f\u5dee\u7684\u5f15\u5165\u3002\u56e0\u6b64\uff0c\u4e3a\u4e86\u51cf\u5c0f\u7ed3\u679c\u504f\u5dee\uff0cDM\u7b97\u6cd5\u8ba4\u4e3a\u5728\u5f85\u5339\u914d\u7684\u6240\u6709\u53d8\u91cf\u4e2d\u4e5f\u9700\u8981\u8fdb\u884c\u91cd\u8981\u6027\u533a\u5206\uff0c\u5bf9\u7ed3\u679c\u504f\u5dee\u5f71\u54cd\u66f4\u5927\u7684\u53d8\u91cf\u5e94\u8be5\u63a5\u53d7\u66f4\u591a\u7684\u5173\u6ce8\u3002\u4f20\u7edf\u7684\u5339\u914d\u6cd5\u5bf9\u6240\u6709\u5339\u914d\u53d8\u91cf\u90fd\u4e00\u6982\u800c\u8bba\uff0c\u5728\u5339\u914d\u4e2d\uff0c\u6240\u6709\u53d8\u91cf\u63a5\u53d7\u7684\u5173\u6ce8\u7a0b\u5ea6\u90fd\u662f\u4e00\u81f4\uff1b\u9488\u5bf9\u6b64\uff0cDM\u7b97\u6cd5\u63d0\u51fa\u4e00\u79cd\u503e\u5411\u6743\u91cd\u533a\u5206\u6027\u5339\u914d\u6cd5\uff0c\u8003\u8651\u4e0d\u540c\u53d8\u91cf\u5bf9\u5339\u914d\u7684\u91cd\u8981\u7a0b\u5ea6\uff0c\u4ece\u800c\u6539\u8fdb\u5339\u914d\u673a\u5236\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 0em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-ratio=\"0.9623655913978495\" data-type=\"png\" data-w=\"1302\" style=\"height: auto !important;\"  src=\"\/wp-content\/uploads\/2022\/05\/wxsync-2022-05-7f4ad9043c1d7f2ecc3cf12777703cd9.png\"  \/><\/p>\n<blockquote class=\"js_blockquote_wrap\" data-type=\"2\" data-url=\"\" data-author-name=\"\" data-content-utf8-length=\"125\" data-source-title=\"\">\n<section class=\"js_blockquote_digest\">\n<section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">Estimating Treatment Effect via Differentiated Confounder Matching<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u8bba\u6587\u94fe\u63a5\uff1a<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">https:\/\/dl.acm.org\/doi\/abs\/10.1007\/978-3-030-93046-2_58<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: left;\"><br  \/><\/p>\n<p style=\"font-variant-numeric: normal;font-variant-east-asian: normal;font-stretch: normal;font-size: 13px;line-height: normal;font-family: &quot;Helvetica Neue&quot;;color: rgb(0, 0, 0);text-align: center;white-space: normal;\"><br  \/><\/p>\n<h3 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=\"letter-spacing: 0.544px;font-family: PingFangSC-light;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;font-family: -apple-system-font, 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;text-align: center;\">\n<section style=\"display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -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 style=\"clear: both;line-height: 0;\">\n<section style=\"line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 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;\">4. \u5de5\u5177\u53d8\u91cf\u91cd\u5efa<\/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<\/section>\n<\/h3>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5f53\u524d\uff0c\u5927\u90e8\u5206\u56e0\u679c\u63a8\u7406\u6587\u732e\uff0c\u51e0\u4e4e\u90fd\u4f9d\u8d56\u65e0\u6df7\u6dc6\u6027\u5047\u8bbe\uff0c\u5373\u540c\u65f6\u5f71\u54cd\u76ee\u6807\u56e0\u53d8\u91cf\u548c\u679c\u53d8\u91cf\u7684\u6df7\u6dc6\u53d8\u91cf\u5df2\u7ecf\u5168\u90e8\u89c2\u5bdf\u5230\u4e86\u3002\u8fd9\u5728\u5b9e\u9645\u573a\u666f\u4e2d\uff0c\u901a\u5e38\u662f\u5f88\u96be\u4fdd\u8bc1\u7684\uff0c\u56e0\u4e3a\u6211\u4eec\u65e0\u6cd5\u5bf9\u65e0\u89c2\u5bdf\u5230\u7684\u6df7\u6dc6\u53d8\u91cf\u8fdb\u884c\u5206\u6790\u3002\u89e3\u51b3\u4e0a\u8ff0\u672a\u89c2\u6d4b\u5230\u7684\u6df7\u6dc6\u8bef\u5dee\u7684\u4e00\u4e2a\u5178\u578b\u65b9\u6cd5\u662f\u5f15\u5165\u5de5\u5177\u53d8\u91cf\uff0c\u6784\u5efa\u4e24\u9636\u6bb5\u5f0f\u56de\u5f52\u5b66\u4e60\uff0c\u4f46\u5728\u73b0\u5b9e\u573a\u666f\u4e2d\uff0c\u5de5\u5177\u53d8\u91cf\u7684\u68c0\u9a8c\u548c\u53d1\u73b0\u4f9d\u8d56\u4e8e\u5927\u91cf\u7684\u4e13\u5bb6\u77e5\u8bc6\u4ee5\u53ca\u5b9e\u9a8c\u9a8c\u8bc1\u3002\u4e14\u56e0\u4e3a\u9009\u62e9\u8fc7\u7a0b\u7684\u4eba\u5de5\u4ecb\u5165\uff0c\u4eba\u7c7b\u7ecf\u9a8c\u662f\u6709\u53ef\u80fd\u7ed9\u51fa\u9519\u8bef\u7684\u5de5\u5177\u53d8\u91cf\u7684\u2014\u2014\u5373\u4e0d\u80fd\u4e25\u683c\u6ee1\u8db3\u5de5\u5177\u53d8\u91cf\u7684\u4e09\u6761\u5047\u8bbe\uff1a\uff081\uff09\u76f8\u5173\u6027\u5047\u8bbe\uff0c\u5de5\u5177\u53d8\u91cf\u548c\u5e72\u9884\u53d8\u91cf\u5f3a\u76f8\u5173\uff1b\uff082\uff09\u6392\u4ed6\u6027\u5047\u8bbe\uff0c\u5de5\u5177\u53d8\u91cf\u53ea\u80fd\u901a\u8fc7\u5f71\u54cd\u5e72\u9884\u53d8\u91cf\u4ece\u800c\u95f4\u63a5\u5f71\u54cd\u7ed3\u679c\u53d8\u91cf\uff1b\uff083\uff09\u65e0\u6df7\u6dc6\u5047\u8bbe\uff0c\u5de5\u5177\u53d8\u91cf\u4e0e\u6240\u6709\u7684\u6df7\u6dc6\u53d8\u91cf\u90fd\u72ec\u7acb\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 0em;text-align: center;\"><img class=\"rich_pages wxw-img\" data-ratio=\"1.1679506933744221\" data-type=\"png\" data-w=\"1298\" style=\"height: auto !important;\"  src=\"\/wp-content\/uploads\/2022\/05\/wxsync-2022-05-51f1cec58dc5b036226cbcb2322d24ac.png\"  \/><\/p>\n<blockquote class=\"js_blockquote_wrap\" data-type=\"2\" data-url=\"\" data-author-name=\"\" data-content-utf8-length=\"128\" data-source-title=\"\">\n<section class=\"js_blockquote_digest\">\n<section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">Auto IV: Counterfactual Prediction via Automatic Instrumental Variable Decomposition<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u8bba\u6587\u94fe\u63a5\uff1a<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">https:\/\/dl.acm.org\/doi\/abs\/10.1145\/3494568<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n<p><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4e3a\u4e86\u653e\u5bbd\u5de5\u5177\u53d8\u91cf\u5bf9\u4eba\u7c7b\u5148\u9a8c\u77e5\u8bc6\u7684\u4f9d\u8d56\uff0c\u8bba\u6587 <em>Counterfactual Prediction via Automatic Instrumental Variable Decomposition<\/em> \u63d0\u51fa\u4e86\u4ece\u5de5\u5177\u53d8\u91cf\u5019\u9009\u96c6\u4e2d\u5229\u7528\u6761\u4ef6\u72ec\u7acb\u6027\u7b49\u6761\u4ef6\u6765\u81ea\u52a8\u5206\u79bb\u8bc6\u522b\u5de5\u5177\u53d8\u91cf\u8868\u5f81<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08AutoIV\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff0c\u7136\u540e\u5c06\u5de5\u5177\u53d8\u91cf\u8868\u5f81\u5d4c\u5165\u5de5\u5177\u53d8\u91cf\u56de\u5f52\u65b9\u6cd5\u8fdb\u884c\u56e0\u679c\u63a8\u7406\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u76f8\u5173\u6027\u5047\u8bbe\uff1a<\/span><\/strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u4f7f\u7528\u795e\u7ecf\u7f51\u7edc\u6784\u5efa\u5de5\u5177\u53d8\u91cfZ\u548c\u6df7\u6dc6\u53d8\u91cfC\u7684\u8868\u5f81\uff0c\u5373\u03a6<sup><span style=\"font-size: 12px;\">Z<\/span><\/sup>(X)\u548c<span style=\"color: rgb(63, 63, 63);\">\u03a6<\/span><sup style=\"color: rgb(63, 63, 63);white-space: normal;\"><span style=\"font-size: 12px;\">C<\/span><\/sup><span style=\"color: rgb(63, 63, 63);\">(X)<\/span>\uff0c\u5e76\u4e14\u8981\u6c42\u8868\u5f81<span style=\"color: rgb(63, 63, 63);\">\u03a6<\/span><sup style=\"color: rgb(63, 63, 63);white-space: normal;\"><span style=\"font-size: 12px;\">Z<\/span><\/sup><span style=\"color: rgb(63, 63, 63);\">(X)<\/span>\u548cT\u76f8\u5173\u3001\u548cY\u5173\u4e8eT\u6761\u4ef6\u72ec\u7acb\uff0c\u540c\u65f6\u4f7f\u5f97<span style=\"color: rgb(63, 63, 63);\">\u03a6<\/span><sup style=\"color: rgb(63, 63, 63);white-space: normal;\"><span style=\"font-size: 12px;\">C<\/span><\/sup><span style=\"color: rgb(63, 63, 63);\">(X)<\/span>\u548cT\u3001Y\u90fd\u76f8\u5173\u3002\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u8981\u6c42<span style=\"color: rgb(63, 63, 63);\">\u03a6<\/span><sup style=\"color: rgb(63, 63, 63);white-space: normal;\"><span style=\"font-size: 12px;\">Z<\/span><\/sup><span style=\"color: rgb(63, 63, 63);\">(X)<\/span>\u548c<span style=\"color: rgb(63, 63, 63);\">\u03a6<\/span><sup style=\"color: rgb(63, 63, 63);white-space: normal;\"><span style=\"font-size: 12px;\">C<\/span><\/sup><span style=\"color: rgb(63, 63, 63);\">(X)<\/span>\u5c3d\u53ef\u80fd\u72ec\u7acb\uff0c\u4ee5\u5bf9\u8fdb\u5165Z\u548cC\u7684\u4fe1\u606f\u8fdb\u884c\u6b63\u5219\u7ea6\u675f\u3002\u76f8\u5173\u6027\u5047\u8bbe\u6210\u7acb\uff0c\u9996\u5148\u5de5\u5177\u53d8\u91cfZ\u9700\u8981\u548c\u5e72\u9884\u53d8\u91cf\u76f8\u5173\uff0c\u5373P(X|Z)\u2260P(X)\u3002\u56e0\u6b64\u6211\u4eec\u8981\u6c42\u53ef\u89c2\u6d4b\u53d8\u91cf\u4e2d\u548c\u76f8\u5173\u7684\u4fe1\u606f\u80fd\u591f\u8fdb\u5165\u7684\u8868\u5f81\u4e2d\u3002\u7531\u4e8e\u4e92\u4fe1\u606f\u9700\u8981\u4f7f\u7528\u7684\u662f\u6761\u4ef6\u5206\u5e03\u4fe1\u606f\uff0c\u800c\u6570\u636e\u662f\u57fa\u4e8e\u6837\u672c\u7684\uff0c<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u56e0\u6b64\u9996\u5148\u4f7f\u7528\u53d8\u5206\u5206\u5e03q<span style=\"font-size: 12px;\"><sub><span style=\"color: rgb(63, 63, 63);font-size: 12px;\">\u03b8<\/span><\/sub><\/span>\u03b8<span style=\"font-size: 12px;\"><sub>ZT<\/sub><\/span>(T|<span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u03a6<\/span><sup style=\"color: rgb(63, 63, 63);white-space: normal;\"><span style=\"font-size: 12px;\">Z<\/span><\/sup><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">(X)<\/span>)\u8fd1\u4f3c\u771f\u5b9e\u7684\u6761\u4ef6\u5206\u5e03P(T|Z)\uff0c\u7136\u540e\u57fa\u4e8e\u8be5\u6761\u4ef6\u5206\u5e03\u8fdb\u884c\u4e92\u4fe1\u606f\u6700\u5927\u5316\u5b66\u4e60\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6392\u4ed6\u6027\u5047\u8bbe\uff1a<\/span><\/strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6392\u4ed6\u6027\u5047\u8bbe\u6210\u7acb\uff0c\u5de5\u5177\u53d8\u91cfZ\u8fd8\u9700\u8981\u6ee1\u8db3\u7ed3\u679c\u6392\u9664\u6761\u4ef6\uff0c\u5373P(Y|Z, T)=P(Y|T)\u3002\u56e0\u6b64\u9700\u8981\u5bf9Z\u548cY\u7684\u6761\u4ef6\u4e92\u4fe1\u606f\u8fdb\u884c\u6700\u5c0f\u5316\u3002\u540c\u6837\u5730\uff0c\u6211\u4eec\u9996\u5148\u901a\u8fc7\u53d8\u5206\u8fd1\u4f3c\u6765\u5b66\u4e60\u6761\u4ef6\u5206\u5e03\uff0c\u7136\u540e\u57fa\u4e8e\u6761\u4ef6\u5206\u5e03\u8fdb\u884c\u6761\u4ef6\u4e92\u4fe1\u606f\u6700\u5c0f\u5316\u5b66\u4e60\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u65e0\u6df7\u6dc6\u5047\u8bbe\uff1a<\/span><\/strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u57fa\u4e8e\u53ef\u89c2\u6d4b\u53d8\u91cfX\u3001\u5e72\u9884\u53d8\u91cfT\u3001\u7ed3\u679c\u53d8\u91cfY\uff0c\u5047\u8bbe\u5e76\u63d0\u53d6\u51fa\u548c\u4e0d\u53ef\u89c2\u6d4b\u7684\u8bef\u5dee\u72ec\u7acb\u7684\u53ef\u89c2\u6d4b\u53d8\u91cfX\uff0c\u6784\u5efa\u53cd\u4e8b\u5b9e\u9884\u6d4b\u6570\u636e\u96c6\uff1a<\/span><img class=\"rich_pages wxw-img\" data-ratio=\"0.2744360902255639\" data-type=\"png\" data-w=\"266\" style=\"width: 102px;height: auto !important;\"  src=\"\/wp-content\/uploads\/2022\/05\/wxsync-2022-05-6b10280b6ab34b27baa3e32b94d3b4cd.png\"  \/><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"font-variant-numeric: normal;font-variant-east-asian: normal;font-stretch: normal;font-size: 13px;line-height: normal;font-family: &quot;Helvetica Neue&quot;;color: rgb(0, 0, 0);text-align: center;white-space: normal;\"><br  \/><\/p>\n<h3 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=\"letter-spacing: 0.544px;font-family: PingFangSC-light;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;font-family: -apple-system-font, 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;text-align: center;\">\n<section style=\"display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -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 style=\"clear: both;line-height: 0;\">\n<section style=\"line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 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;\">5.&nbsp;\u603b\u7ed3<\/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<\/section>\n<\/h3>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u968f\u7740\u6570\u636e\u9a71\u52a8\u5f0f\u673a\u5668\u5b66\u4e60\u7684\u76db\u884c\uff0c\u6211\u4eec\u8d8a\u6765\u8d8a\u610f\u8bc6\u5230\u4f20\u7edf\u7684\u7edf\u8ba1\u76f8\u5173\u5f0f\u5b66\u4e60\u5f80\u5f80\u4f1a\u53d7\u9650\u4e8e\u6570\u636e\u5b58\u5728\u7684\u6df7\u6dc6\u53d8\u91cf\u548c\u9009\u62e9\u53d8\u91cf\u7684\u5f71\u54cd\uff0c\u4ece\u800c\u5bfc\u81f4\u6a21\u578b\u5b66\u4e60\u5230\u865a\u5047\u7684\u76f8\u5173\u6027\u6216\u72ec\u7acb\u6027\u77e5\u8bc6\u3002\u800c\u56e0\u679c\u63a8\u7406\u662f\u5f3a\u5927\u7684\u89e3\u91ca\u6027\u5de5\u5177\uff0c\u53ef\u4ee5\u6709\u6548\u5e2e\u52a9\u6211\u4eec\u77eb\u6b63\u865a\u5047\u72ec\u7acb\u6216\u662f\u865a\u5047\u76f8\u5173\uff0c\u4ece\u800c\u8fbe\u5230\u6cdb\u5316\u80fd\u529b\u66f4\u5f3a\u3001\u7a33\u5b9a\u6027\u66f4\u9ad8\u7684\u6a21\u578b\u3002\u672c\u6587\u5206\u522b\u4ece\u89c2\u5bdf\u6570\u636e\u4e2d\u7684\u53d8\u91cf\u7c7b\u578b\u3001\u6570\u636e\u4e2d\u5404\u53d8\u91cf\u4e0d\u540c\u7684\u91cd\u8981\u7a0b\u5ea6\u4ee5\u53ca\u6f5c\u5728\u6df7\u6dc6\u53d8\u91cf\u7684\u5f71\u54cd\u7b49\u4e09\u4e2a\u89d2\u5ea6\uff0c\u8ba8\u8bba\u4e86\u5982\u4f55\u63d0\u5347\u6570\u636e\u9a71\u52a8\u5f0f\u56e0\u679c\u63a8\u7406\u7684\u6027\u80fd\uff0c\u8fd9\u4e9b\u7b97\u6cd5\u5c06\u80fd\u591f\u5e2e\u52a9\u6211\u4eec\u5728\u4e0d\u540c\u7684\u573a\u666f\u4e0b\u5b66\u4e60\u5230\u66f4\u52a0\u9c81\u68d2\u3001\u77e5\u8bc6\u5229\u7528\u7387\u66f4\u9ad8\u7684\u6a21\u6001\u77e5\u8bc6\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;outline: 0px;max-width: 100%;color: rgb(34, 34, 34);font-family: -apple-system, &quot;system-ui&quot;, &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);line-height: 1.75em;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><span style=\"outline: 0px;max-width: 100%;font-size: 14px;box-sizing: border-box !important;overflow-wrap: break-word !important;\"><span style=\"outline: 0px;max-width: 100%;color: rgb(63, 63, 63);box-sizing: border-box !important;overflow-wrap: break-word !important;\"><\/span><\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/p>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 0em;outline: 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, 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;background-color: rgb(255, 255, 255);text-align: center;justify-content: center;\">\n<section style=\"outline: 0px;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;outline: 0px;\">\n<section style=\"padding-right: 10px;padding-left: 10px;outline: 0px;color: rgb(12, 130, 169);font-size: 16px;line-height: 2;letter-spacing: 3px;\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\">\u56e0\u679c\u79d1\u5b66\u8bfb\u4e66\u4f1a\u7b2c\u4e09\u5b63\u542f\u52a8<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-right: 8px;margin-bottom: 0em;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, 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;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><br style=\"outline: 0px;\"  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0em;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, 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;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><span style=\"outline: 0px;font-size: 15px;letter-spacing: 0.544px;\">\u7531\u667a\u6e90\u793e\u533a\u3001\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u4e3e\u529e\u7684<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247580041&amp;idx=1&amp;sn=ac9c1f715efa58ca79fc416c6e41190c&amp;chksm=e896e304dfe16a12a7cb349d945f3fc400533c5b89f6df9a407c1654ccb248f1a65d1e89fb9e&amp;scene=21#wechat_redirect\" textvalue=\"\u56e0\u679c\u79d1\u5b66\u4e0eCausal AI\u8bfb\u4e66\u4f1a\u7b2c\u4e09\u5b63\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" wah-hotarea=\"click\" hasload=\"1\" style=\"outline: 0px;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);cursor: pointer;\" rel=\"noopener noreferrer\">\u56e0\u679c\u79d1\u5b66\u4e0eCausal AI\u8bfb\u4e66\u4f1a\u7b2c\u4e09\u5b63<\/a>\uff0c<\/span><span style=\"outline: 0px;font-size: 15px;letter-spacing: 0.544px;\">\u5c06\u4e3b\u8981\u9762\u5411\u4e24\u7c7b\u4eba\u7fa4\uff1a\u5982\u679c\u4f60\u4ece\u4e8b\u8ba1\u7b97\u673a\u76f8\u5173\u65b9\u5411\u7814\u7a76\uff0c\u5e0c\u671b\u4e3a\u4e0d\u540c\u9886\u57df\u5f15\u5165\u65b0\u7684\u8ba1\u7b97\u65b9\u6cd5\uff0c\u901a\u8fc7\u5927\u6570\u636e\u3001\u65b0\u7b97\u6cd5\u5f97\u5230\u65b0\u6210\u679c\uff0c\u53ef\u4ee5\u901a\u8fc7\u8bfb\u4e66\u4f1a\u5404\u4e2a\u9886\u57df\u7684\u6838\u5fc3\u56e0\u679c\u95ee\u9898\u4ecb\u7ecd\u548c\u8bba\u6587\u63a8\u8350\u5feb\u901f\u5165\u624b\uff1b\u5982\u679c\u4f60\u4ece\u4e8b\u5176\u4ed6\u7406\u5de5\u79d1\u6216\u4eba\u6587\u793e\u79d1\u9886\u57df\u7814\u7a76\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u6240\u5c5e\u9886\u57df\u7684\u56e0\u679c\u7814\u7a76\u7efc\u8ff0\u4ecb\u7ecd\u548c\u7814\u8ba8\u5df2\u6709\u5de5\u4f5c\u7684\u793a\u4f8b\u4ee3\u7801\uff0c\u5728\u81ea\u5df1\u7684\u7814\u7a76\u4e2d\u5feb\u901f\u5f00\u59cb\u5c1d\u8bd5\u90e8\u7f72\u7ed3\u5408\u56e0\u679c\u7684\u7b97\u6cd5\u3002\u8bfb\u4e66\u81ea2021\u5e7410\u670824\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u65e5\u4e0a\u5348 10:00-12:00\u4e3e\u529e\uff0c\u6301\u7eed\u65f6\u95f4\u9884\u8ba1 2-3 \u4e2a\u6708\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0em;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, 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;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><br style=\"outline: 0px;\"  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 0em;margin-left: 8px;outline: 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, 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;background-color: rgb(255, 255, 255);line-height: 1.75em;\"><span style=\"outline: 0px;font-size: 15px;letter-spacing: 0.544px;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247580041&amp;idx=1&amp;sn=ac9c1f715efa58ca79fc416c6e41190c&amp;chksm=e896e304dfe16a12a7cb349d945f3fc400533c5b89f6df9a407c1654ccb248f1a65d1e89fb9e&amp;scene=21#wechat_redirect\" textvalue=\"\u4f60\u5df2\u9009\u4e2d\u4e86\u6dfb\u52a0\u94fe\u63a5\u7684\u5185\u5bb9\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"1\" wah-hotarea=\"click\" hasload=\"1\" style=\"outline: 0px;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);cursor: pointer;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;font-size: 14px;letter-spacing: 0.544px;text-align: center;\" rel=\"noopener noreferrer\"><span class=\"js_jump_icon h5_image_link\" data-positionback=\"static\" style=\"outline: 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center;\"><br style=\"outline: 0px;\"  \/><\/p>\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;outline: 0px;font-family: -apple-system, 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;letter-spacing: 0.544px;white-space: normal;color: rgb(136, 136, 136);font-size: 14px;background-color: rgb(255, 255, 255);\"><span style=\"outline: 0px;color: rgb(63, 63, 63);font-size: 15px;\">\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;outline: 0px;font-family: -apple-system, 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;letter-spacing: 0.544px;white-space: normal;font-size: 14px;background-color: rgb(255, 255, 255);\"><span style=\"outline: 0px;text-decoration: underline;\"><strong style=\"outline: 0px;\"><span style=\"outline: 0px;color: rgb(63, 63, 63);\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247580041&amp;idx=1&amp;sn=ac9c1f715efa58ca79fc416c6e41190c&amp;chksm=e896e304dfe16a12a7cb349d945f3fc400533c5b89f6df9a407c1654ccb248f1a65d1e89fb9e&amp;scene=21#wechat_redirect\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" wah-hotarea=\"click\" hasload=\"1\" style=\"outline: 0px;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);cursor: pointer;\" rel=\"noopener noreferrer\">\u56e0\u679c+X\uff1a\u89e3\u51b3\u591a\u5b66\u79d1\u9886\u57df\u7684\u56e0\u679c\u95ee\u9898 | \u56e0\u679c\u79d1\u5b66\u8bfb\u4e66\u4f1a\u7b2c\u4e09\u5b63\u542f\u52a8<\/a><\/span><\/strong><\/span><\/p>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0em;outline: 0px;letter-spacing: 0.544px;white-space: normal;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, system-ui, &quot;Helvetica 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&quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\">\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;outline: 0px;\"><strong style=\"outline: 0px;letter-spacing: 0.544px;color: rgb(0, 0, 0);font-size: 16px;text-align: center;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=\"outline: 0px;text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\"><span style=\"outline: 0px;font-size: 15px;letter-spacing: 0.544px;\">\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/p>\n<ul class=\"list-paddingleft-1\" style=\"margin-right: 8px;margin-left: 8px;padding-left: 1.5em;outline: 0px;\">\n<li style=\"outline: 0px;font-weight: bold;\">\n<section style=\"margin-right: 8px;margin-bottom: 10px;margin-left: 8px;outline: 0px;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247567053&amp;idx=1&amp;sn=f6b1e205ccfa35f563daab2c09f509c1&amp;chksm=e8969c40dfe11556cc2bd2df1d4b8893cf77199d0b3d1eff7b7d8b80d561f00519e6e31eb3c1&amp;scene=21#wechat_redirect\" textvalue=\"\u56fe\u6a21\u578b\u4e0e\u56e0\u679c\u63a8\u7406\u57fa\u7840- SCM\u6846\u67b6\u548cDo-Calculus\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u56fe\u6a21\u578b\u4e0e\u56e0\u679c\u63a8\u7406\u57fa\u7840- SCM\u6846\u67b6\u548cDo-Calculus<\/a><\/section>\n<\/li>\n<li style=\"outline: 0px;font-weight: bold;\">\n<section style=\"margin-right: 8px;margin-bottom: 10px;margin-left: 8px;outline: 0px;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247536144&amp;idx=1&amp;sn=2fbaca7c33bf83e6ce0391084a3143f6&amp;chksm=e897149ddfe09d8b81652f54be39d9c5162929a3d71b29297e1418c838784efc6a2263e557a9&amp;scene=21#wechat_redirect\" textvalue=\"\u5d14\u9e4f\uff1a\u7a33\u5b9a\u5b66\u4e60\u2014\u2014\u6316\u6398\u56e0\u679c\u63a8\u7406\u548c\u673a\u5668\u5b66\u4e60\u7684\u5171\u540c\u57fa\u7840\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u5d14\u9e4f\uff1a\u7a33\u5b9a\u5b66\u4e60\u2014\u2014\u6316\u6398\u56e0\u679c\u63a8\u7406\u548c\u673a\u5668\u5b66\u4e60\u7684\u5171\u540c\u57fa\u7840<\/a><\/section>\n<\/li>\n<li style=\"outline: 0px;font-weight: bold;\">\n<section style=\"margin-right: 8px;margin-bottom: 10px;margin-left: 8px;outline: 0px;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247612222&amp;idx=1&amp;sn=9ad160598651a4dcca76013bab58e448&amp;chksm=e8966db3dfe1e4a5927c55a2723d18883fe2977f08b2d1620dfde9ed5f75dc3c8cf3fdbb37d7&amp;scene=21#wechat_redirect\" textvalue=\"\u4ece\u975e\u5b8c\u6574\u548c\u542b\u566a\u58f0\u7684\u6570\u636e\u4e2d\u63a8\u7406\u590d\u6742\u7f51\u7edc\u52a8\u529b\u5b66\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" style=\"text-decoration: underline;\" data-linktype=\"2\" rel=\"noopener noreferrer\">\u4ece\u975e\u5b8c\u6574\u548c\u542b\u566a\u58f0\u7684\u6570\u636e\u4e2d\u63a8\u7406\u590d\u6742\u7f51\u7edc\u52a8\u529b\u5b66<\/a><br  \/><\/section>\n<\/li>\n<li style=\"outline: 0px;font-weight: bold;\">\n<section style=\"margin-right: 8px;margin-bottom: 10px;margin-left: 8px;outline: 0px;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247576923&amp;idx=2&amp;sn=57f0d320812c01ff6f5ea97c09fc9623&amp;chksm=e896f7d6dfe17ec038e8d238dae313119fca8c62aabd4730896bc99398db981dd5d9d3e0b927&amp;scene=21#wechat_redirect\" textvalue=\"\u300a\u5f20\u6c5f\u00b7\u590d\u6742\u79d1\u5b66\u524d\u6cbf27\u8bb2\u300b\u5b8c\u6574\u4e0a\u7ebf\uff01\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" wah-hotarea=\"click\" hasload=\"1\" style=\"outline: 0px;text-decoration: underline;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);cursor: pointer;\" rel=\"noopener noreferrer\">\u300a\u5f20\u6c5f\u00b7\u590d\u6742\u79d1\u5b66\u524d\u6cbf27\u8bb2\u300b\u5b8c\u6574\u4e0a\u7ebf\uff01<\/a><\/section>\n<\/li>\n<li style=\"outline: 0px;font-weight: bold;\">\n<section style=\"margin-right: 8px;margin-bottom: 10px;margin-left: 8px;outline: 0px;\"><span style=\"outline: 0px;letter-spacing: 0.544px;text-decoration: underline;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247555842&amp;idx=1&amp;sn=383e07df94e429aa66628a22471b37dc&amp;chksm=e897418fdfe0c899169c672f35d92217a17a558ea929f85aef402b1ec074ed2e1176472a3cc7&amp;scene=21#wechat_redirect\" textvalue=\"\u96c6\u667a\u5b66\u56ed\u5e74\u8d39VIP\u8ba1\u5212\u5f00\u542f\uff0c\u4e00\u8d77\u63a2\u7d22\u590d\u6742\u6027\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" wah-hotarea=\"click\" hasload=\"1\" style=\"outline: 0px;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);cursor: pointer;\" rel=\"noopener noreferrer\">\u6210\u4e3a\u96c6\u667aVIP\uff0c\u89e3\u9501\u5168\u7ad9\u8bfe\u7a0b\uff0f\u8bfb\u4e66\u4f1a<\/a><\/span><\/section>\n<\/li>\n<li style=\"outline: 0px;\">\n<section style=\"margin-right: 8px;margin-bottom: 10px;margin-left: 8px;outline: 0px;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247571346&amp;idx=2&amp;sn=bbaa3da959582bf7575e7c32089e155e&amp;chksm=e8968d1fdfe1040999b2716ea642129064c032a3b84227f51cdc055b82be97682be43d490dd8&amp;scene=21#wechat_redirect\" textvalue=\"\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" wah-hotarea=\"click\" hasload=\"1\" style=\"outline: 0px;text-decoration: underline;-webkit-tap-highlight-color: rgba(0, 0, 0, 0);cursor: pointer;\" rel=\"noopener noreferrer\"><strong style=\"outline: 0px;\">\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/a><br style=\"outline: 0px;\"  \/><\/section>\n<\/li>\n<\/ul>\n<p style=\"margin-right: 8px;margin-bottom: 5px;margin-left: 8px;outline: 0px;\"><br  \/><\/p>\n<\/section>\n<p style=\"letter-spacing: 0.544px;white-space: normal;color: rgb(136, 136, 136);font-size: 14px;background-color: rgb(255, 255, 255);font-family: 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