116 citations · 267 across the 30 of their papers we have counts for
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stat.ML2016
Representing Independence Models with Elementary Triplets
Jose M. Peña
In an independence model, the triplets that represent conditional independences between singletons are called elementary. It is known that the elementary triplets represent the ind…
stat.ML2016
Causal Effect Identification in Acyclic Directed Mixed Graphs and Gated Models
Jose M. Peña, Marcus Bendtsen
We introduce a new family of graphical models that consists of graphs with possibly directed, undirected and bidirected edges but without directed cycles. We show that these models…