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Jan, 2020
混合有向无环图分布中因果结构的发现
Causal Structure Discovery from Distributions Arising from Mixtures of DAGs
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Basil Saeed, Snigdha Panigrahi, Caroline Uhler
TL;DR
研究通过混合因果模型来获得分布，并探讨了如何从基于此类分布的样本中进行因果结构学习及如何使用这些信息对样本进行聚类。
Abstract
We consider distributions arising from a mixture of
causal models
, where each model is represented by a directed acyclic graph (DAG). We provide a graphical representation of such
mixture distributions
and prove
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