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stat.ML2011★ 9 cited
Towards Optimal Learning of Chain Graphs
Jose M. Peña
In this paper, we extend Meek's conjecture (Meek 1997) from directed and acyclic graphs to chain graphs, and prove that the extended conjecture is true. Specifically, we prove that…
stat.ML2011
Finding Consensus Bayesian Network Structures
Jose M. Peña
Suppose that multiple experts (or learning algorithms) provide us with alternative Bayesian network (BN) structures over a domain, and that we are interested in combining them into…