{"id":28134,"date":"2021-08-15T22:55:44","date_gmt":"2021-08-15T14:55:44","guid":{"rendered":"https:\/\/swarma.org\/?p=28134"},"modified":"2021-08-15T22:55:44","modified_gmt":"2021-08-15T14:55:44","slug":"%e4%bb%80%e4%b9%88%e6%98%afdo%e6%bc%94%e7%ae%97-%e9%9b%86%e6%99%ba%e7%99%be%e7%a7%91","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=28134","title":{"rendered":"\u4ec0\u4e48\u662fDo\u6f14\u7b97 | \u96c6\u667a\u767e\u79d1"},"content":{"rendered":"
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Do\u6f14\u7b97(Do-Calculus)\u4e8e1995\u5e74\u7531Judea Pearl\u63d0\u51fa\uff0c\u662f\u7531\u4e09\u6761\u63a8\u6f14\u89c4\u5219\u6784\u6210\u7684\u63a8\u6f14\u7cfb\u7edf\uff0c\u8fd9\u4e09\u6761\u89c4\u5219\u53ef\u4ee5\u5c06\u5305\u542b\u5e72\u9884\u53d8\u91cf\u548c\u89c2\u6d4b\u53d8\u91cf\u7684\u6982\u7387\u5206\u5e03\u8868\u8fbe\u5f0f\u8fdb\u884c\u8f6c\u5316\u3002Do\u6f14\u7b97\u5c5e\u4e8e\u56e0\u679c\u79d1\u5b66\u4e2d\u7ed3\u6784\u56e0\u679c\u6a21\u578b<\/a>\u7684\u57fa\u7840\u5206\u6790\u5de5\u5177\uff0c\u53ef\u7528\u4e8e\u975e\u53c2\u6570\u6a21\u578b\u4e2d\u56e0\u679c\u6548\u5e94\u7684\u8bc6\u522b\uff0c\u5e76\u80fd\u591f\u5728\u4e2d\u4ecb\u5206\u6790<\/a>(Mediation Analysis)\u3001\u77e5\u8bc6\u8fc1\u79fb(Transportability)\u3001\u5143\u7efc\u5408(Metasynthesis)\u7b49\u65b9\u5411\u4e0a\u53d1\u6325\u91cd\u8981\u4f5c\u7528\u3002<\/span>
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\u5e94\u7528\u6848\u4f8b2<\/span><\/strong><\/h3>\n

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Do\u6f14\u7b97\u7684\u6848\u4f8b2 – \u95f4\u63a5\u6df7\u6742<\/span><\/p>\n


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\u6b64\u6848\u4f8b\u7531Nanny Wermuth\u548cD. R. Cox\u7ed9\u51fa\uff0c\u5bf9\u5e94\u7684\u5b9e\u9645\u4f8b\u5b50\u53ef\u53c2\u89c1\u8bba\u6587\u5185\u5bb9\u3002\u5176\u4e2d\u6cbb\u7597\u65b9\u68481\uff08X\uff09\u662f\u968f\u673a\u65bd\u4e8e\u60a3\u8005\u7684\uff0c\u800c\u6cbb\u7597\u65b9\u68482\uff08Z\uff09\u662f\u6839\u636e\u6cbb\u7597\u65b9\u68481\u6240\u5bfc\u81f4\u7684\u4e2d\u671f\u7ed3\u679c\uff08W\uff09\u800c\u5236\u5b9a\u7684\uff0c\u5728\u8fd9\u91cc\u8981\u8ba1\u7b97\u7684\u662f\u5e72\u9884\u4e24\u79cd\u6cbb\u7597\u65b9\u6848\u540e\u5bf9\u6700\u7ec8\u7ed3\u679c\u7684\u56e0\u679c\u6548\u5e94\uff0c\u5373P(y|do(x),do(z))\u3002\u53ef\u4ee5\u518d\u6b21\u4f7f\u7528Do\u6f14\u7b97\u5c06\u8fd9\u4e2a\u8868\u8fbe\u5f0f\u8f6c\u6362\u4e3a\u4e0d\u5305\u542bDo\u7b97\u5b50\u7684\u8868\u8fbe\u5f0f\u3002<\/span><\/p>\n


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\u5904\u7406\u591a\u53d8\u91cf\u5e72\u9884\u7b97\u6cd5<\/span><\/strong><\/h3>\n

Jin Tian\u548cJudea Pearl\u4e8e2002\u5e74\u63d0\u51fa\u4e86\u7b2c\u4e00\u4e2a\u53ef\u4ee5\u5904\u7406\u591a\u53d8\u91cf\u88ab\u5e72\u9884\u7684\u7b97\u6cd5\u3002<\/span><\/p>\n


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Identify\u7b97\u6cd5<\/span><\/strong><\/h3>\n

Identify\u7b97\u6cd5\u7531Yimin Huang\u548cMarco Valtorta\u4e8e2006\u5e74\u63d0\u51fa\u3002\u8fd9\u4e2a\u7b97\u6cd5\u76f8\u8f83\u4e8e\u4e0a\u8ff0Tian(2002)\u7684\u7b97\u6cd5\u6d88\u9664\u4e86\u7684\u5bf9\u56e0\u679c\u56fe\u7684\u534a\u9a6c\u5c14\u79d1\u592b\u6027\u7684\u9650\u5236\uff0c\u4e14\u4e5f\u53ef\u4ee5\u5904\u7406\u591a\u53d8\u91cf\u5e72\u9884\u7684\u95ee\u9898\u3002<\/span><\/p>\n

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<\/h3>\n

ID\u7b97\u6cd5<\/span><\/strong><\/h3>\n

ID\u7b97\u6cd5\u7531Ilya Shpitser\u548cJudea Pearl\u4e0e2006\u5e74\u63d0\u51fa\uff0c\u8be5\u7b97\u6cd5\u7684\u80fd\u529b\u4e0e\u4e0a\u8ff0Tian(2002)\u7684\u7b97\u6cd5\u7b49\u4ef7\uff0c\u4f46\u66f4\u6613\u4e8e\u7f16\u7a0b\u5b9e\u73b0\u3002<\/span><\/p>\n

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IDC\u7b97\u6cd5<\/span><\/strong><\/h3>\n

IDC\u7b97\u6cd5\u7531Ilya Shpitser\u548cJudea Pearl\u4e0e2006\u5e74\u63d0\u51fa\uff0c\u8be5\u7b97\u6cd5\u662f\u57fa\u4e8eID\u7b97\u6cd5\u62d3\u5c55\u7684\uff0c\u53ef\u4ee5\u5904\u7406\u8054\u5408\u5e72\u9884\u6761\u4ef6\u5206\u5e03\u7684\u56e0\u679c\u6548\u5e94\u6c42\u89e3\u95ee\u9898\u3002<\/span><\/p>\n

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Ananke<\/span><\/strong><\/h3>\n

Ananke\u6846\u67b6\u57fa\u4e8ePython\u8bed\u8a00\u5b9e\u73b0\uff0c\u96c6\u6210\u4e86ID\u7b97\u6cd5\uff0c\u8be6\u7ec6\u5185\u5bb9\u53ef\u89c1Ananke\u5f00\u6e90\u5730\u5740https:\/\/gitlab.com\/causal\/ananke<\/span><\/p>\n


<\/p>\n

causaleffect<\/span><\/strong><\/h3>\n

causaleffect\u6846\u67b6\u57fa\u4e8eR\u8bed\u8a00\u5b9e\u73b0\uff0c\u96c6\u6210\u4e86ID\u7b97\u6cd5\u548cIDC\u7b97\u6cd5\uff0c\u8be6\u7ec6\u5185\u5bb9\u53ef\u89c1causaleffect\u5305\u4fe1\u606f\u5730\u5740<\/span><\/p>\n

https:\/\/cran.r-project.org\/web\/packages\/causaleffect\/index.html<\/p>\n


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CEE<\/span><\/strong><\/h3>\n

CEE\u6846\u67b6\u57fa\u4e8eGolang\u8bed\u8a00\u5b9e\u73b0\uff0c\u96c6\u6210\u4e86ID\u7b97\u6cd5\u3001IDC\u7b97\u6cd5\u3001Identify\u7b97\u6cd5\u7b49\uff0c\u8be6\u7ec6\u5185\u5bb9\u53ef\u89c1CEE\u5f00\u6e90\u5730\u5740<\/span><\/p>\n

https:\/\/github.com\/L-F-Z\/CEE<\/span><\/p>\n


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\u6691\u671f\u5b66\u6821\u300c\u6765\u4e34\u300d<\/span><\/strong><\/section>\n
\u7b2c\u4e8c\u5b63\u56e0\u679c\u8bfb\u4e66\u4f1a<\/a>\u805a\u96c6\u4e86\u5168\u7403\u6700\u524d\u6cbf\u7684\u9752\u5e74\u5b66\u8005\u63a2\u8ba8\u56e0\u679c\u7684\u5965\u79d8\uff0c\u83b7\u5f97\u4e86\u5f88\u597d\u7684\u53cd\u54cd\uff0c\u5f62\u6210\u4e86\u56e0\u679c\u793e\u533a\u7684\u79cd\u5b50\u7528\u6237\u7fa4\u4f53\uff0c\u4e3a\u540e\u7eed\u56e0\u679c\u793e\u533a\u7684\u53d1\u5c55\u6ce8\u5165\u6d3b\u529b\u548c\u7075\u9b42\u3002\u4e3a\u6b64\uff0c8\u6708\u4efd\uff0c\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u4e2d\u56fd\u8ba1\u7b97\u673a\u5b66\u4f1a\uff08CCF\uff09\u548c\u91cd\u5e86\u5927\u5b66\u5927\u6570\u636e\u4e0e\u8f6f\u4ef6\u5b66\u9662\u4e3e\u529e\u4e00\u671f\u6691\u671f\u5b66\u6821\uff0c\u56e0\u679c\u793e\u533a\u7ebf\u4e0a\u4e3e\u529e\uff0c\u611f\u5174\u8da3\u7684\u540c\u5b66\u53ef\u4ee5\u8be6\u7ec6\u4e86\u89e3\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8\u00d7\u91cd\u5e86\u5927\u5b66\u56e0\u679c\u79d1\u5b66\u6691\u671f\u5b66\u68218\u670814-17\u65e5\u7ebf\u4e0a\u4e3e\u529e\uff0c\u57fa\u7840+\u524d\u6cbf+\u5b9e\u8df5\u4e00\u7ad9\u4e60\u5f97<\/a><\/span><\/section>\n

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\u6cdb\u592a\u5e73\u6d0b\u56e0\u679c\u63a8\u65ad\u56fd\u9645\u5927\u4f1a\u53ca\u56e0\u679c\u79d1\u5b66\u7ade\u8d5b<\/span><\/strong><\/span><\/h4>\n
PCIC (the Pacific Causal Inference Conference\uff0c\u6cdb\u592a\u5e73\u6d0b\u56e0\u679c\u63a8\u65ad\u5927\u4f1a) 2021\u5c06\u4e8e2021\u5e749\u670811\u65e5\u81f312\u65e5\u5728\u5317\u4eac\u4ee5\u7ebf\u4e0a+\u7ebf\u4e0b\u76f8\u7ed3\u5408\u7684\u65b9\u5f0f\u4e3e\u884c\u3002\u672c\u5927\u4f1a\u805a\u96c6\u4e86\u6d77\u5185\u5916\u4e00\u5927\u6279\u56e0\u679c\u79d1\u5b66\u76f8\u5173\u9886\u57df\u7684\u5b66\u672f\u5927\u62ff\u6c47\u805a\u4e00\u5802\uff0c\u5171\u540c\u63a2\u8ba8\u56e0\u679c\u79d1\u5b66\u7684\u65b0\u8fdb\u5c55\uff0c\u63a2\u7d22\u65b0\u7684\u79d1\u7814\u65b9\u5411\uff0c\u5438\u5f15\u4e86\u975e\u5e38\u591a\u4f18\u79c0\u7684\u79d1\u7814\u5de5\u4f5c\u8005\u6295\u8eab\u4e8e\u8be5\u9886\u57df\uff0c\u63a8\u52a8\u4e86\u56e0\u679c\u79d1\u5b66\u7684\u7814\u7a76\u8fdb\u7a0b\u3002<\/span><\/section>\n

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\u4f1a\u8bae\u671f\u95f4\u4f1a\u8bae\u7ec4\u59d4\u4f1a\uff0c\u5317\u4eac\u5927\u5b66\u548c\u534e\u4e3a\u8bfa\u4e9a\u65b9\u821f\u5b9e\u9a8c\u5ba4\u5171\u540c\u7ec4\u7ec7\u4e86\u6b64\u6b21\u56e0\u679c\u7ade\u8d5b\u3002\u7ade\u8d5b\u7684\u6570\u636e\u96c6\u4e3a\u7ecf\u8fc7\u62bd\u53d6\u8131\u654f\u7684\u5b9e\u9645\u6570\u636e\u6216\u8005\u6839\u636e\u5b9e\u9645\u573a\u666f\u62bd\u8c61\u51fa\u6765\u7684\u6a21\u62df\u6570\u636e\u3002\u83b7\u5956\u56e2\u961f\u83b7\u5f97\u73b0\u91d1\u5956\u52b1\u548c\u8bc1\u4e66\uff0c\u5e76\u9080\u8bf7\u5728\u5927\u4f1a\u4e0a\u505a\u6280\u672f\u62a5\u544a\u3002<\/span><\/section>\n

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\u5bf9\u4f1a\u8bae\u548c\u7ade\u8d5b\u611f\u5174\u8da3\u7684\u540c\u5b66\u53ef\u4ee5\u8be6\u7ec6\u4e86\u89e3\uff1aPCIC 2021\u534e\u4e3a\u56e0\u679c\u63a8\u7406\u6311\u6218\u8d5b\u5f00\u653e\u7ec4\u961f\u62a5\u540d<\/a><\/span><\/section>\n

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BDSC2021\u524d\u6cbf\u8bb2\u4e60\u73ed\u4ee5\u201c\u793e\u4f1a\u7cfb\u7edf\u4e2d\u7684\u56e0\u679c\u53d1\u73b0\u201d\u4e3a\u4e3b\u9898\uff0c\u5c06\u4e8e11\u670812\u65e5\u4e3e\u529e\u3002\u8bb2\u4e60\u73ed\u5c06\u4ecb\u7ecd\u56e0\u679c\u53d1\u73b0\u76f8\u5173\u7684\u76f8\u5173\u57fa\u7840\u77e5\u8bc6\uff0c\u4ece\u56e0\u679c\u56fe\u6784\u5efa\u7684\u6a21\u578b\u4e0e\u5047\u8bbe\u51fa\u53d1\uff0c\u5bf9\u57fa\u4e8e\u7ea6\u675f\u7684\u65b9\u6cd5\u3001\u57fa\u4e8e\u56e0\u679c\u51fd\u6570\u6a21\u578b\u7684\u65b9\u6cd5\u548c\u6df7\u5408\u578b\u65b9\u6cd5\u8fd9\u4e09\u5927\u7c7b\u56e0\u679c\u5173\u7cfb\u53d1\u73b0\u65b9\u6cd5\u8fdb\u884c\u4ecb\u7ecd\uff1b\u5e76\u9488\u5bf9\u56e0\u679c\u56fe\u5728\u793e\u4f1a\u8c03\u67e5\u3001\u793e\u4ea4\u7f51\u7edc\u3001\u4eba\u53e3\u53d8\u52a8\u5206\u6790\u7b49\u9886\u57df\u7684\u5e94\u7528\u8fdb\u884c\u63a2\u8ba8\u3002\u540c\u65f6\uff0c\u901a\u8fc7\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528python\u8bed\u8a00\u5bf9\u5178\u578b\u7684\u56e0\u679c\u53d1\u73b0\u65b9\u6cd5\u8fdb\u884c\u7f16\u7a0b\u5b9e\u73b0\uff0c\u4ee5\u53ca\u4f7f\u7528Tetrad\u8f6f\u4ef6\u5b9e\u73b0\u4ece\u6570\u636e\u4e2d\u81ea\u52a8\u8fdb\u884c\u56e0\u679c\u56fe\u6784\u5efa\u7684\u65b9\u6cd5\u3002<\/span><\/section>\n

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\u611f\u5174\u8da3\u7684\u540c\u5b66\u53ef\u4ee5\u8be6\u7ec6\u4e86\u89e3\uff1aBDSC2021\u524d\u6cbf\u8bb2\u4e60\u73ed | \u793e\u4f1a\u7cfb\u7edf\u4e2d\u7684\u56e0\u679c\u53d1\u73b0<\/a><\/span><\/section>\n
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\u96c6\u667a\u767e\u79d1\u62a5\u540d\u8868<\/span><\/section>\n


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\u6765\u6e90\uff1a\u96c6\u667a\u767e\u79d1<\/p>\n

\u7f16\u8f91\uff1a\u738b\u5efa\u840d<\/p>\n<\/section>\n<\/blockquote>\n<\/section>\n


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