65 citations · 71 across the 12 of their papers we have counts for
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stat.ME2022★ 1 cited
Combinatorial and algebraic perspectives on the marginal independence structure of Bayesian networks
Danai Deligeorgaki, Alex Markham, Pratik Misra +1
We consider the problem of estimating the marginal independence structure of a Bayesian network from observational data, learning an undirected graph we call the unconditional depe…
stat.ML2022★ 1 cited
A Transformational Characterization of Unconditionally Equivalent Bayesian Networks
Alex Markham, Danai Deligeorgaki, Pratik Misra +1
We consider the problem of characterizing Bayesian networks up to unconditional equivalence, i.e., when directed acyclic graphs (DAGs) have the same set of unconditional -separa…