An efficient algorithm for counting Markov equivalent DAGs

Artificial Intelligence(2022)

引用 11|浏览26
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摘要
We consider the problem of counting the number of DAGs which are Markov equivalent, i.e., which encode the same conditional independencies between random variables. The problem has been studied, among others, in the context of causal discovery, and it is known that it reduces to counting the number of so-called moral acyclic orientations of certain undirected graphs, notably chordal graphs.
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关键词
Markov equivalence,Computational complexity,Chordal graphs
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