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Jun, 2022
DoWhy-GCM: 用于图形因果模型因果推断的DoWhy扩展
DoWhy-GCM: An extension of DoWhy for causal inference in graphical causal models
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Patrick Blöbaum, Peter Götz, Kailash Budhathoki, Atalanti A. Mastakouri, Dominik Janzing
TL;DR
DoWhy-GCM是DoWhy Python库的扩展，利用图形因果模型，用户可以通过关注因果效应问题，识别异常值和分布变化的根本原因、因果结构学习、归因因果影响以及诊断因果结构。
Abstract
We introduce
dowhy-gcm
, an extension of the DoWhy Python library, that leverages
graphical causal models
. Unlike existing causality libraries, which mainly focus on effect estimation questions, with
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