Markov Conditions and Factorization in Logical Credal Networks

Autor(es)

Cozman, Fabio Gagliardi

• Tipo de documento: Artigo Científico
• Fonte: NEURIPS WORKSHOPS, 2020; v. 215, p. 11-pg., 2023-01-01.

Resumo

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. (AU)

• Processo FAPESP: 19/07665-4 - Centro de Inteligência Artificial
• Beneficiário: Fabio Gagliardi Cozman
• Modalidade de apoio: Auxílio à Pesquisa - Programa eScience e Data Science - Centros de Pesquisa em Engenharia