{"id":30132,"date":"2021-11-20T17:10:15","date_gmt":"2021-11-20T09:10:15","guid":{"rendered":"https:\/\/swarma.org\/?p=30132"},"modified":"2021-11-20T17:10:15","modified_gmt":"2021-11-20T09:10:15","slug":"%e2%80%8bcausal-learn%ef%bc%9a%e5%9f%ba%e4%ba%8epython%e7%9a%84%e5%9b%a0%e6%9e%9c%e5%8f%91%e7%8e%b0%e7%ae%97%e6%b3%95%e5%b9%b3%e5%8f%b0","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=30132","title":{"rendered":"\u200bcausal-learn\uff1a\u57fa\u4e8ePython\u7684\u56e0\u679c\u53d1\u73b0\u7b97\u6cd5\u5e73\u53f0"},"content":{"rendered":"<div class='wxsyncmain'>\n<section style=\"text-align: center;margin-left: 8px;margin-right: 8px;\" data-mpa-powered-by=\"yiban.io\"><img class=\"rich_pages wxw-img js_insertlocalimg\" data-backh=\"289\" data-backw=\"578\" data-ratio=\"0.5\" data-s=\"300,640\"  data-type=\"png\" data-w=\"700\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2021\/11\/wxsync-2021-11-c3085d2476ec8c857a6cabc501182861.png\"><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Causal-learn<\/span><\/strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\uff0c\u7531CMU\u5f20\u5764\u8001\u5e08\u4e3b\u5bfc\uff0c\u591a\u4e2a\u56e2\u961f<\/span><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\uff08CMU\u56e0\u679c\u7814\u7a76\u56e2\u961f\u3001DMIR\u5b9e\u9a8c\u5ba4\u3001\u5bab\u660e\u660e\u8001\u5e08\u56e2\u961f\u548cShohei Shimizu\u8001\u5e08\u56e2\u961f\uff09<\/span><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u8054\u5408\u5f00\u53d1\u51fa\u54c1\u7684<strong>\u56e0\u679c\u53d1\u73b0<\/strong>\u7b97\u6cd5\u5e73\u53f0\u3002<\/span><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Causal-learn\u7528Python\u5b9e\u73b0\u4e86CMU\u5f00\u53d1\u7684\u57fa\u4e8eJava\u7684Tetrad\u56e0\u679c\u53d1\u73b0\u5e73\u53f0\uff0c\u5e76\u8fdb\u4e00\u6b65\u52a0\u5165\u65b0\u7684\u7b97\u6cd5\u548c\u529f\u80fd\u3002\u5176\u4e2d\u5305\u542b\u4e86\u56e0\u679c\u53d1\u73b0\u7684\u7ecf\u5178\u7b97\u6cd5\u4e0eAPI\uff0c\u5e76\u4e14\u63d0\u4f9b\u4e86\u6a21\u5757\u5316\u7684\u4ee3\u7801\uff0c\u4ee5\u65b9\u4fbf\u7814\u7a76\u8005\u5b9e\u73b0\u81ea\u5df1\u7684\u7b97\u6cd5\u3002Causal-learn\u6240\u6709\u6a21\u5757\u5747\u57fa\u4e8ePython\u5b9e\u73b0\uff0c\u4ece\u800c\u907f\u514d\u4e86\u4f20\u7edf\u56e0\u679c\u53d1\u73b0\u5e93\u5bf9R\/Java\u7684\u4f9d\u8d56\uff0c\u4e3aPython\u5f00\u53d1\u8005\u63d0\u4f9b\u4fbf\u5229\u3002<\/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;margin-bottom: 5px;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Causal-learn\u652f\u6301\uff1a<\/span><\/section>\n<ul class=\"list-paddingleft-2\" style=\"margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 5px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Constrained-based causal discovery methods.<\/span><\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 5px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Score-based causal discovery methods.<\/span><\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 5px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Causal discovery methods based on constrained functional causal models.<\/span><\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 5px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Hidden causal representation learning.<\/span><\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 5px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Granger causal analysis.<\/span><\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;margin-bottom: 5px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u591a\u4e2a\u72ec\u7acb\u7684\u57fa\u7840\u6a21\u5757\uff0c\u6bd4\u5982\u72ec\u7acb\u6027\u6d4b\u8bd5\uff0c\u8bc4\u5206\u51fd\u6570\uff0c\u56fe\u64cd\u4f5c\uff0c\u8bc4\u6d4b\u6307\u6807\u3002<\/span><\/section>\n<\/li>\n<li style=\"font-size: 15px;color: rgb(63, 63, 63);\">\n<section style=\"line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u66f4\u591a\u6700\u65b0\u7684\u56e0\u679c\u53d1\u73b0\u7b97\u6cd5\uff0c\u5982gradient-based methods\u7b49\u3002<\/span><\/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;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Causal-learn\u56e2\u961f\u6b63\u5728\u79ef\u6781\u7ef4\u62a4\u4e0e\u5f00\u53d1\u7b97\u6cd5\u5e73\u53f0\uff0c\u4fdd\u6301\u7248\u672c\u7a33\u5b9a\uff0c\u5e76\u6301\u7eed\u66f4\u65b0\u6700\u65b0\u7684\u56e0\u679c\u53d1\u73b0\u7b97\u6cd5\u4e0e\u5b9e\u7528\u529f\u80fd\u3002<\/span><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 10px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><\/span><\/p>\n<blockquote class=\"js_blockquote_wrap\" data-type=\"2\" data-url=\"\" data-author-name=\"\" data-content-utf8-length=\"214\" data-source-title=\"\">\n<section class=\"js_blockquote_digest\">\n<section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 10px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">GitHub: https:\/\/github.com\/cmu-phil\/causal-learn<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 10px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u6587\u6863: https:\/\/causal-learn.readthedocs.io\/en\/latest\/<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;margin-bottom: 10px;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u7b80\u5355\u4f7f\u7528\u6848\u4f8b\uff1ahttps:\/\/github.com\/cmu-phil\/causal-learn\/tree\/main\/tests<\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;text-align: left;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5efa\u8bae\u53cd\u9988: \u90d1\u96e8\u5609\uff1ayujiazh@cmu.edu\uff0c\u9648\u8587\uff1achenweiDelight@gmail.com<\/span><\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<p><br  \/><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/section>\n<h3 style=\"outline: 0px;white-space: normal;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;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;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;outline: 0px;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=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;clear: both;line-height: 0;\">\n<section style=\"outline: 0px;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;outline: 0px;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 style=\"outline: 0px;\"><strong style=\"outline: 0px;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;\">\u5e73\u53f0\u4ecb\u7ecd<\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-left: 8px;outline: 0px;line-height: 1.75em;\"><br  \/><\/p>\n<h3 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">1. \u57fa\u4e8ePython\u7684\u7edf\u4e00\u7b97\u6cd5\u6846\u67b6<\/span><\/strong><\/h3>\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=\"font-size: 15px;color: rgb(63, 63, 63);\">Causal-learn\u5728\u8bbe\u8ba1\u4e0a\u5c3d\u91cf\u7684\u5c06\u4ee3\u7801\u6a21\u5757\u5316\uff0c\u7b80\u5316\u4e86\u7814\u7a76\u8005\u7684\u5f00\u53d1\u96be\u5ea6\u3002\u540c\u65f6\u901a\u8fc7\u63d0\u4f9b\u7b80\u6d01\u9ad8\u6548\u7684\u4ee3\u7801\u63a5\u53e3\uff0c\u8ba9\u4e0d\u540c\u9886\u57df\u7684\u7528\u6237\u90fd\u80fd\u591f\u8f7b\u677e\u5730\u5e94\u7528\u56e0\u679c\u53d1\u73b0\u7b97\u6cd5\u3002\u6574\u4f53\u5e73\u53f0\u5168\u90e8\u57fa\u4e8ePython\uff0c\u7528\u6237\u65e0\u9700\u518d\u4f9d\u8d56\u4e8eJava\u6216R\u7b49\u73af\u5883\uff0c\u5145\u5206\u4eab\u53d7Python\u5f00\u53d1\u4e0e\u4f7f\u7528\u7684\u4fbf\u5229\u6027\u3002<\/span><\/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=\"font-size: 15px;color: rgb(63, 63, 63);\">\u540c\u65f6\uff0ccausal-learn\u63d0\u4f9b\u4e86\u7b80\u5355\u7684\u5b89\u88c5\u65b9\u5f0f\uff0c\u4e00\u884c\u4ee3\u7801\u5c31\u80fd\u591f\u5c06\u6700\u7ecf\u5178\u3001\u6700\u5168\u9762\u7684\u56e0\u679c\u63a8\u8350\u7b97\u6cd5\u90e8\u7f72\u5728\u7528\u6237\u7684\u9879\u76ee\u4e2d\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<h3 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">2. \u7ecf\u5178\u7b97\u6cd5\u7684\u5b98\u65b9\u5b9e\u73b0<\/span><\/strong><\/h3>\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=\"font-size: 15px;color: rgb(63, 63, 63);\">Causal-learn\u5305\u542b\u4e86\u8bb8\u591a\u7ecf\u5178\u7b97\u6cd5\u53ca\u5176\u6269\u5c55\u7684\u5b98\u65b9\u5b9e\u73b0\uff0c\u5982PC\uff0cPNL, LiNGAM\u7b49\u3002\u8fd9\u4e9b\u56e0\u679c\u53d1\u73b0\u9886\u57df\u201c\u91cc\u7a0b\u7891\u5f0f\u201d\u7684\u7b97\u6cd5\u7684\u4e3b\u8981\u4f5c\u8005\uff0c\u90fd\u5728causal-learn\u7684\u9886\u5bfc\u56e2\u961f\u4e2d\u4e3a\u5e73\u53f0\u5efa\u8bbe\u6307\u5f15\u65b9\u5411\u3002\u56e0\u6b64\uff0ccausal-learn\u63d0\u4f9b\u4e86\u6700\u2018\u5b98\u65b9\u2019\u7684\u7b97\u6cd5\u5b9e\u73b0\u3002\u7528\u6237\u901a\u8fc7\u719f\u6089\u76f8\u5173\u4ee3\u7801\uff0c\u80fd\u591f\u66f4\u5feb\u7684\u638c\u63e1\u56e0\u679c\u53d1\u73b0\u7684\u7ecf\u5178\u7b97\u6cd5\uff0c\u4ece\u800c\u628a\u63e1\u9886\u57df\u7684\u6574\u4f53\u53d1\u5c55\uff0c\u4e3a\u76f8\u5173\u7814\u7a76\u63d0\u4f9b\u542f\u53d1\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<h3 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">3. \u6301\u7eed\u66f4\u65b0\uff0c\u638c\u63e1\u9886\u57df\u524d\u6cbf<\/span><\/strong><\/h3>\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=\"font-size: 15px;color: rgb(63, 63, 63);\">Causal-learn\u6709\u7740\u4e00\u4e2a\u7a33\u5b9a\u7684\u5f00\u53d1\u4e0e\u7ef4\u62a4\u56e2\u961f\uff0c\u5176\u80cc\u540e\u7684\u79d1\u7814\u56e2\u961f\u4e5f\u6301\u7eed\u7684\u5728\u56e0\u679c\u53d1\u73b0\u9886\u57df\u8f93\u51fa\u6700\u65b0\u7684\u5de5\u4f5c\u3002\u56e0\u6b64\uff0c\u7528\u6237\u901a\u8fc7\u5173\u6ce8causal-learn\u7b97\u6cd5\u5e73\u53f0\uff0c\u80fd\u591f\u65f6\u523b\u638c\u63e1\u9886\u57df\u6700\u65b0\u8fdb\u5c55\uff0c\u7b2c\u4e00\u65f6\u95f4\u5c06\u6700\u65b0\u5de5\u4f5c\u5e94\u7528\u5728\u4e0d\u540c\u7684\u79d1\u7814\u4e0e\u751f\u4ea7\u9879\u76ee\u4e2d\u3002<\/span><\/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;\"><img class=\"rich_pages wxw-img\" data-backh=\"488\" data-backw=\"562\" data-ratio=\"0.8671328671328671\"  data-type=\"png\" data-w=\"1430\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2021\/11\/wxsync-2021-11-99f9e3efbe63920b2a7cfaa6c1afa4d8.png\"><\/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;\"><br  \/><\/section>\n<h3 style=\"outline: 0px;white-space: normal;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;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;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;outline: 0px;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=\"outline: 0px;display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;outline: 0px;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;clear: both;line-height: 0;\">\n<section style=\"outline: 0px;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;outline: 0px;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 style=\"outline: 0px;\"><strong style=\"outline: 0px;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;\">\u7b80\u5355\u4e0a\u624b<\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;outline: 0px;\">\n<section style=\"outline: 0px;float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<section style=\"outline: 0px;float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br style=\"outline: 0px;\"  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-left: 8px;outline: 0px;line-height: 1.75em;\"><br style=\"outline: 0px;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);\"  \/><\/p>\n<h3 style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">1. \u5b89\u88c5<\/span><\/strong><br  \/><\/h3>\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=\"font-size: 15px;color: rgb(63, 63, 63);\">Causal-learn\u63d0\u4f9bPip\u4f5c\u4e3a\u5b89\u88c5\u65b9\u5f0f\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u7b80\u5355\u7684\u4e00\u884c\u547d\u4ee4\u6765\u8fdb\u884c\u5b89\u88c5\u4f7f\u7528:<\/span><\/section>\n<\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\t<\/span><\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"nginx\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__attribute\">pip<\/span> install causal-learn<\/span><\/code><\/pre>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;\"><br  \/><\/p>\n<section style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\"><strong><span style=\"color: rgb(63, 63, 63);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;\">2. \u56e0\u679c\u53d1\u73b0\uff0c\u53ea\u9700\u4e00\u6b65<\/span><\/strong><br  \/><\/span><\/section>\n<section style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><br  \/><\/section>\n<section style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">Causal-learn\u4e3a\u6240\u6709\u6a21\u578b\u90fd\u63d0\u4f9b\u4e86\u7b80\u5355\u6613\u7528\u7684\u501f\u53e3\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u4e00\u884c\u4ee3\u7801\u5728\u81ea\u5df1\u7684\u6570\u636e\u4e0a\u8fdb\u884c\u56e0\u679c\u53d1\u73b0:<\/span><\/section>\n<\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;\"><br  \/><\/section>\n<section style=\"line-height: 1.75em;text-align: left;margin-left: 8px;margin-right: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\t<\/span><\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"ini\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__attr\">G<\/span> = pc(data, alpha, indep_test, stable, uc_rule, uc_priority, mvpc, correction_name, background_knowledge)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\"><\/span><\/section>\n<h3 style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\"><strong><span style=\"color: rgb(63, 63, 63);\"><\/span><\/strong><\/span><\/h3>\n<h3 style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\"><strong><span style=\"color: rgb(63, 63, 63);\"><\/span><\/strong><\/span><\/h3>\n<h3 style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\"><strong><span style=\"color: rgb(63, 63, 63);\">&nbsp;<\/span><\/strong><\/span><\/h3>\n<h3 style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"font-size: 15px;\"><strong><span style=\"color: rgb(63, 63, 63);\">3. \u53ef\u89c6\u5316\u4e0e\u8bc4\u6d4b<\/span><\/strong><\/span><\/h3>\n<\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;\"><br  \/><\/section>\n<section style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u7b97\u6cd5\u8fd0\u884c\u7ed3\u675f\u540e\uff0c\u7528\u6237\u53ef\u4ee5\u67e5\u770b\u751f\u6210\u7684\u56e0\u679c\u56fe\uff0c\u5e76\u901a\u8fc7\u591a\u79cd\u8bc4\u6d4b\u6307\u6807\u6765\u4e0e\u57fa\u51c6\u56fe\u8fdb\u884c\u5bf9\u6bd4\uff1a<\/span><\/section>\n<section style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\t<\/span><\/section>\n<p style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<section>\n<section style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\"><\/span><\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"php\"><code><span class=\"code-snippet_outer\">G.to_nx_graph()<\/span><\/code><code><span class=\"code-snippet_outer\">G.draw_nx_graph(skel=<span class=\"code-snippet__keyword\">False<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;\"><br  \/><span style=\"color: rgb(63, 63, 63);font-size: 15px;\"><\/span><\/section>\n<\/section>\n<section style=\"margin-left: 8px;margin-right: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">Causal-learn\u56e2\u961f\u6b63\u5728\u79ef\u6781\u7ef4\u62a4\u4e0e\u5f00\u53d1\u7b97\u6cd5\u5e73\u53f0\uff0c\u5e76\u6301\u7eed\u66f4\u65b0\u6700\u65b0\u7684\u56e0\u679c\u53d1\u73b0\u7b97\u6cd5\u3002\u6b22\u8fce\u5927\u5bb6\u5173\u6ce8\u4ee5\u53ca\u63d0\u4f9b\u5b9d\u8d35\u610f\u89c1\uff01\u5982\u679c\u6709\u95ee\u9898\u6216\u8005\u5efa\u8bae\uff0c\u8bf7\u8054\u7cfb\u6211\u4eec\u3002<\/span><\/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;\"><br  \/><\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;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-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-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\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-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-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: 0px;line-height: 0;vertical-align: bottom;user-select: none;inset: auto;\"><img class=\"rich_pages wxw-img\" data-backh=\"237\" data-backw=\"562\" data-cropselx1=\"0\" data-cropselx2=\"562\" data-cropsely1=\"0\" data-cropsely2=\"518\" data-fileid=\"100100983\" data-ratio=\"0.4212962962962963\"  data-type=\"jpeg\" data-w=\"1080\" style=\"outline: 0px;border-width: 0px;border-style: initial;border-color: initial;width: 661px;box-sizing: border-box !important;visibility: visible !important;\" src=\"\/wp-content\/uploads\/2021\/11\/wxsync-2021-11-182ca533aa54fa4e2cf8c369b050cce9.jpeg\"><\/span><\/a><\/span><\/p>\n<p style=\"outline: 0px;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);text-align: 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=\"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 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