Title
An efficient algorithm for counting Markov equivalent DAGs
Abstract
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.
Year
DOI
Venue
2022
10.1016/j.artint.2021.103648
Artificial Intelligence
Keywords
DocType
Volume
Markov equivalence,Computational complexity,Chordal graphs
Journal
304
Issue
ISSN
Citations 
1
0004-3702
0
PageRank 
References 
Authors
0.34
0
3
Name
Order
Citations
PageRank
Robert Ganian120840.19
Thekla Hamm211.71
Topi Talvitie375.01