Semi-Graphoid Properties of Variants of Epistemic Independence Based on Regular Conditioning

Autor(es)

Cozman, Fabio Gagliardi ; DeBock, J ; DeCampos, CP ; DeCooman, G ; Quaeghebeur, E ; Wheeler, G

• Tipo de documento: Artigo Científico
• Fonte: INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 162; v. 103, p. 9-pg., 2019-01-01.

Resumo

Graphoid properties attempt to capture the most important features of abstract "independence". We examine which semi-graphoid properties are satisfied by various concepts of independence for credal sets; we focus on variants of epistemic, confirmational, and type-5 independence that are based on regular conditioning. (AU)

• Processo FAPESP: 16/18841-0 - Algoritmos para inferência e aprendizado de programas lógicos probabilísticos
• Beneficiário: Fabio Gagliardi Cozman
• Modalidade de apoio: Auxílio à Pesquisa - Parceria para Inovação Tecnológica - PITE