Markov Conditions and Factorization in Logical Credal Networks

02/27/2023

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by   Fabio Gagliardi Cozman, et al.

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We examine the recently proposed language of Logical Credal Networks, in particular investigating the consequences of various Markov conditions. We introduce the notion of structure for a Logical Credal Network and show that a structure without directed cycles leads to a well-known factorization result. For networks with directed cycles, we analyze the differences between Markov conditions, factorization results, and specification requirements.