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

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Author(s):
Cozman, Fabio Gagliardi ; DeBock, J ; DeCampos, CP ; DeCooman, G ; Quaeghebeur, E ; Wheeler, G
Total Authors: 6
Document type: Journal article
Source: INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 162; v. 103, p. 9-pg., 2019-01-01.
Abstract

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)

FAPESP's process: 16/18841-0 - Inference and learning algorithms for probabilistic logic programming
Grantee:Fabio Gagliardi Cozman
Support Opportunities: Research Grants - Research Partnership for Technological Innovation - PITE