{"id":17609,"date":"2019-11-28T17:46:33","date_gmt":"2019-11-29T09:50:09","guid":{"rendered":"https:\/\/swarma.org\/?p=17609"},"modified":"2019-11-29T17:50:19","modified_gmt":"2019-11-29T09:50:19","slug":"b94903a249","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=17609","title":{"rendered":"Science\u7ecf\u5178\u8bba\u6587\uff1a\u5982\u4f55\u68c0\u6d4b\u590d\u6742\u751f\u6001\u7cfb\u7edf\u4e2d\u7684\u56e0\u679c\u5173\u7cfb\uff1f"},"content":{"rendered":"
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\u73b0\u5b9e\u4e2d\u590d\u6742\u7cfb\u7edf\u4e2d\u7684\u56e0\u679c\u5173\u7cfb\uff0c\u7531\u4e8e\u5176\u672c\u8eab\u7684\u590d\u6742\u6027\uff0c\u5f80\u5f80\u4e0d\u80fd\u6839\u636e\u9886\u57df\u77e5\u8bc6\uff0c\u753b\u51fa\u660e\u786e\u7684\u56e0\u679c\u56fe\uff08Directed acyclic graph\uff09\uff0c\u4ece\u800c\u65e0\u6cd5\u6309\u7167 Judea Peral \u5728\u300a\u4e3a\u4ec0\u4e48\u300b\u8fd9\u672c\u4e66\u4e2d\u63d0\u51fa\u7684\u57fa\u4e8e\u56e0\u679c\u56fe\u8fdb\u884c\u56e0\u679c\u63a8\u8bba\u3002<\/span><\/section>\n
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Detecting Causality in Complex Ecosystems<\/span><\/section>\n
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https:\/\/science.sciencemag.org\/content\/338\/6106\/496<\/span><\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n
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<\/span>\"\u96c6\u667a\" <\/span>\u56fe 1\uff1a2012 \u5e74\u53d1\u8868\u5728 Science \u6742\u5fd7\u7684\u7ecf\u5178\u8bba\u6587Detecting Causality in Complex Ecosystems\uff0c\u81f3\u4eca\u88ab\u5f15\u7528\u8fd1\u5343\u6b21<\/span><\/strong><\/span><\/section>\n
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\u5982\u4f55\u533a\u5206<\/strong><\/span><\/p>\n

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<\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n

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\u6536\u655b\u4ea4\u53c9\u6620\u5c04\u7b97\u6cd5\u8fd8\u80fd\u533a\u5206\u4e92\u4e3a\u56e0\u679c\u4e0e\u5355\u5411\u56e0\u679c\u8fd9\u4e24\u79cd\u60c5\u51b5<\/strong>\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n

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\"\u96c6\u667a\"\u56fe7\uff1a\u968f\u65f6\u95f4\u53d8\u5316\uff0c\u53ea\u6709X\u5230Y\u7684\u6620\u5c04\u968f\u673a\u6027\u964d\u4f4e\uff0c\u56e0\u6b64\u662f\u5355\u5411\u7684X\u5230Y\u7684\u56e0\u679c<\/span><\/strong><\/span><\/p>\n<\/p>\n

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\"\u96c6\u667a\"\u56fe8\uff1a<\/strong>5\u4e2a\u7269\u79cd\u7ec4\u6210\u7684\u6a21\u62df\u751f\u6001\u7cfb\u7edf\u4e2d\uff0c\u901a\u8fc7\u6536\u655b\u4ea4\u53c9\u6620\u5c04\u7b97\u6cd5\u5224\u65ad\u56e0\u679c\u5173\u7cfb<\/strong><\/span><\/section>\n<\/p>\n

\u5982\u679c\u4f7f\u7528\u56e0\u679c\u56fe\uff08casual diagram\uff09\u65b9\u6cd5\uff0c\u9700\u8981\u6839\u636e\u9884\u8bbe\u77e5\u8bc6\uff0c\u5728\u6a21\u578b\u4e2d\u7ed9\u51fa\u53ef\u80fd\u5b58\u5728\u56e0\u679c\u5173\u7cfb\u662f\u54ea\u4e9b\u7ec4\u3002\u800c\u5728\u7f3a\u5c11\u9884\u5148\u5047\u8bbe\u65f6\uff0c\u4f8b\u5982\u8003\u5bdf\u7269\u79cd2\u548c\u7269\u79cd4\u7684\u76f8\u4e92\u5173\u7cfb\uff0c\u662f\u65e0\u6cd5\u77eb\u6b63\u5176\u4ed6\u7269\u79cd\u5e26\u6765\u7684\u5f71\u54cd\u7684\u3002\u4f46\u6536\u655b\u4ea4\u53c9\u6620\u5c04\u7b97\u6cd5\u5c31\u53ef\u4ee5\u5728\u65e0\u5047\u8bbe\u7684\u524d\u63d0\u4e0b\uff0c\u5224\u65ad\u51fa\u56e0\u679c\u5173\u7cfb\u3002<\/p>\n

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\u56e0\u679c\u63a8\u65ad\u7814\u7a76<\/strong><\/span><\/p>\n

\u52a9\u529b\u65b0\u4e00\u4ee3\u4eba\u5de5\u667a\u80fd<\/strong><\/span><\/p>\n

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\u5224\u5b9a\u56e0\u679c\u5173\u7cfb\uff0c\u5c24\u5176\u662f\u5728\u590d\u6742\u7cfb\u7edf\u548c\u73b0\u5b9e\u73af\u5883\u4e2d\uff0c\u662f\u6781\u5176\u56f0\u96be\u7684\uff0c\u8fde\u8bfa\u5956\u5f97\u4e3b\u63d0\u51fa\u7684\u683c\u5170\u6770\u56e0\u679c\u68c0\u9a8c\uff0c\u90fd\u4e0d\u80fd\u76f4\u63a5\u68c0\u6d4b\u56e0\u679c\u5173\u7cfb\uff0c\u4e5f\u65e0\u6cd5\u533a\u5206\u5355\u5411\u7684\u4e0e\u53cc\u5411\u7684\u56e0\u679c\u5173\u7cfb\u3002\u56e0\u6b64\u5224\u65ad\u56e0\u679c\u5173\u7cfb\uff0c\u8981\u683c\u5916\u5730\u6218\u6218\u5162\u5162\u5982\u5c65\u8584\u51b0\u3002\u672c\u6587\u805a\u71262012 \u5e74 Science \u8bba\u6587\uff0c\u901a\u8fc7\u548c\u683c\u5170\u6770\u56e0\u679c\u68c0\u9a8c\u7684\u5bf9\u6bd4\uff0c\u5c55\u793a\u4e86\u6536\u655b\u4ea4\u53c9\u6620\u5c04\u7b97\u6cd5\u5728\u5224\u5b9a\u56e0\u679c\u5173\u7cfb\u4e0a\u80fd\u529b\u66f4\u4f18\u3002<\/span><\/p>\n

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\u56de\u987e\u56e0\u679c\u5224\u5b9a\u65b9\u6cd5\u7684\u53d1\u5c55\uff0c\u5982\u540c\u54ac\u4f4f\u81ea\u5df1\u5c3e\u5df4\u7684\u86c7\uff1a\u7edf\u8ba1\u6a21\u578b\u7684\u6700\u7ec8\u76ee\u7684\uff0c\u4e0d\u662f\u53bb\u8d85\u8d8a\u6700\u7b80\u5355\u7684\u89c2\u5bdf\u6cd5\uff0c\u800c\u662f\u53bb\u6a21\u62df\u4eba\u7c7b\u7684\u56e0\u679c\u63a8\u65ad\uff0c\u4ece\u800c\u505a\u5230\u5c0f\u6837\u672c\u4e0b\u53ef\u89e3\u91ca\u7684\u56e0\u679c\u63a8\u65ad\uff0c\u518d\u5c06\u5176\u81ea\u52a8\u5316\u5730\u63a8\u5e7f\u5230\u5927\u6570\u636e\u4e0a\u3002<\/section>\n
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\u4e3a\u4e86\u8ba9\u4eba\u5de5\u667a\u80fd\u66f4\u503c\u5f97\u88ab\u4fe1\u4efb\uff0c\u56e0\u679c\u63a8\u65ad\u662f\u5145\u5206\u5fc5\u8981\u6761\u4ef6\u3002\u8fd1\u671f\uff0c\u6709\u4e00\u7cfb\u5217\u8ba8\u8bba\u590d\u6742\u7cfb\u7edf\u56e0\u679c\u63a8\u65ad\u95ee\u9898\u7684\u7814\u7a76\u8fdb\u5c55\uff0c\u8fd9\u91cc\u4e3e\u51e0\u4f8b\uff1a<\/span><\/section>\n
\u6709\u4e86\u56e0\u679c\u63a8\u65ad\uff0c\u5c31\u4e0d\u7528\u62c5\u5fc3\u6a21\u578b\u4f1a\u6b67\u89c6\u5c11\u6570\u65cf\u88d4\u6216\u8005\u5973\u6027\uff0c\u56e0\u4e3a\u6a21\u578b\u53ef\u4ee5\u81ea\u5df1\u56de\u7b54\u53cd\u4e8b\u5b9e\u7684\u95ee\u9898\uff0c\u5224\u65ad\u8def\u5f84\u76f8\u5173\u4e0b\u7684\u51b3\u7b56\u662f\u5426\u516c\u5e73\u3002<\/section>\n
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\u8bba\u6587\u9898\u76ee\uff1a<\/section>\n
PC-Fairness: A Unified Framework for Measuring Causality-based Fairness<\/section>\n
\u8bba\u6587\u5730\u5740\uff1a<\/section>\n
https:\/\/arxiv.org\/abs\/1910.12586<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n
\u4e0d\u4ec5\u53ef\u4ee5\u5229\u7528\u56e0\u679c\u63a8\u65ad\u6a21\u578b\uff0c\u8fd8\u53ef\u4ee5\u53cd\u8fc7\u6765\u53bb\u5224\u65ad\u6a21\u578b\u5bf9\u56e0\u679c\u7684\u5224\u65ad\u4e0e\u54ea\u4e9b\u4e9b\u56e0\u7d20\u76f8\u5173\uff0c\u4ece\u800c\u4e3a\u6a21\u578b\u63d0\u4f9b\u53ef\u89e3\u91ca\u6027\u3002<\/span><\/section>\n
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\u8bba\u6587\u9898\u76ee\uff1a<\/section>\n
Feature relevance quantification in explainable AI: A causality problem<\/section>\n
\u8bba\u6587\u5730\u5740\uff1a<\/span><\/section>\n
https:\/\/arxiv.org\/abs\/1910.13413<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n
\u540c\u65f6\uff0c\u56e0\u679c\u6a21\u578b\u8fd8\u53ef\u4ee5\u63d0\u5347\u6a21\u578b\u5728\u4e0d\u540c\u9886\u57df\u95f4\u7684\u53ef\u8fc1\u79fb\u80fd\u529b\uff0c\u5728\u65e0\u76d1\u7763\u4e0b\u5b66\u5230\u9886\u57df\u65e0\u5173\u7684\u4e00\u81f4\u6027\u8868\u5f81\uff08domain adaptation\uff09\u3002<\/section>\n
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\u8bba\u6587\u9898\u76ee\uff1a<\/section>\n
Deep causal representation learning for unsupervised domain adaptation<\/section>\n
\u8bba\u6587\u5730\u5740\uff1a<\/section>\n
https:\/\/arxiv.org\/abs\/1910.12417<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n

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\u56e0\u679c\u63a8\u65ad\u548c\u673a\u5668\u5b66\u4e60\uff0c\u4ee5\u53ca\u66f4\u5e7f\u6cdb\u7684\u8ba4\u77e5\u79d1\u5b66\uff0c\u56e0\u679c\u6d8c\u73b0\u7684\u7ed3\u5408\uff0c\u662f\u96c6\u667a\u4ff1\u4e50\u90e8\u4f1a\u6301\u7eed\u5173\u6ce8\u7684\u8bdd\u9898\uff0c\u5982\u679c\u5bf9\u8be5\u8bdd\u9898\u4e0b\u7684\u67d0\u4e2a\u5177\u4f53\u5b50\u9886\u57df\u6216\u8005\u67d0\u4e2a\u95ee\u9898\u611f\u5174\u8da3\uff0c\u6216\u63a8\u8350\u76f8\u5173\u7ecf\u5178\u8bba\u6587\u4e0e\u7814\u7a76\u8fdb\u5c55\uff0c\u6b22\u8fce\u7559\u8a00\u3002<\/span><\/section>\n
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\u4f5c\u8005\uff1a\u90ed\u745e\u4e1c<\/span><\/p>\n

\u5ba1\u6821\uff1a\u5218\u57f9\u6e90<\/span><\/p>\n

\u7f16\u8f91\uff1a\u5f20\u723d<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n

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\u63a8\u8350\u9605\u8bfb<\/strong><\/span><\/p>\n

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\u56e0\u679c\u4e4b\u7bad\u6307\u5411\u4f55\u65b9\uff1f<\/span><\/strong>| \u56fe\u7075\u5956\u5f97\u4e3b\u73c0\u5c14\u7684\u300a\u4e3a\u4ec0\u4e48\u300b<\/span><\/strong><\/a><\/p>\n

Nature\u673a\u5668\u667a\u80fd\uff1a<\/span><\/strong>\u5982\u4f55\u57fa\u4e8e\u7b97\u6cd5\u4fe1\u606f\u7834\u89e3\u56e0\u679c\u63a8\u65ad\u96be\u9898<\/span><\/strong><\/a><\/p>\n

\u6d1e\u5bdf\u8c1c\u9898 : \u7528\u7b80\u5355\u7684\u6570\u5b66\u6a21\u578b\u63a2\u7d22\u590d\u6742\u7684\u56e0\u679c\u5173\u7cfb<\/span><\/strong><\/a><\/p>\n

\u590d\u6742\u7cfb\u7edf\u79d1\u5b66\u5982\u4f55\u6539\u53d8\u601d\u7ef4\u65b9\u5f0f\uff1f<\/span><\/strong><\/a><\/p>\n

\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/span><\/strong><\/a><\/p>\n

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\u96c6\u667a\u4ff1\u4e50\u90e8QQ\u7fa4\uff5c877391004<\/span><\/strong><\/p>\n

\u5546\u52a1\u5408\u4f5c\u53ca\u6295\u7a3f\u8f6c\u8f7d\uff5cswarma@swarma.org<\/span><\/strong><\/p>\n

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\u25c6<\/span>\u25c6<\/span>\u25c6<\/span><\/span><\/strong><\/strong><\/h1>\n<\/section>\n

\u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n

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\u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/span><\/strong><\/span><\/p>\n

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\"\u96c6\u667a\"<\/p>\n<\/section>\n

\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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