69 citations · 181 across the 26 of their papers we have counts for
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stat.ME2022★ 6 cited
Causal Structure Discovery between Clusters of Nodes Induced by Latent Factors
Chandler Squires, Annie Yun, Eshaan Nichani +2
We consider the problem of learning the structure of a causal directed acyclic graph (DAG) model in the presence of latent variables. We define latent factor causal models (LFCMs)…
stat.ME2022★ 31 cited
Causal Structure Learning: a Combinatorial Perspective
Chandler Squires, Caroline Uhler
In this review, we discuss approaches for learning causal structure from data, also called causal discovery. In particular, we focus on approaches for learning directed acyclic gra…