116 citations · 267 across the 30 of their papers we have counts for
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stat.ML2015★ 18 cited
Alternative Markov and Causal Properties for Acyclic Directed Mixed Graphs
Jose M. Peña
We extend Andersson-Madigan-Perlman chain graphs by (i) relaxing the semidirected acyclity constraint so that only directed cycles are forbidden, and (ii) allowing up to two edges…
stat.ML2015
Factorization, Inference and Parameter Learning in Discrete AMP Chain Graphs
Jose M. Peña
We address some computational issues that may hinder the use of AMP chain graphs in practice. Specifically, we show how a discrete probability distribution that satisfies all the i…