Probabilistic logic with independence

Fabio Gagliardi Cozman, Cassio Polpo de Campos, Jose Carlos Ferreira da Rocha

Research output: Contribution to journalArticlepeer-review

17 Citations (Scopus)
319 Downloads (Pure)

Abstract

This paper investigates probabilistic logics endowed with independence relations. We review propositional probabilistic languages without and with independence. We then consider graph-theoretic representations for propositional probabilistic logic with independence; complexity is analyzed, algorithms are derived, and examples are discussed. Finally, we examine a restricted first-order probabilistic logic that generalizes relational Bayesian networks.
Original languageEnglish
Pages (from-to)3-17
Number of pages15
JournalInternational Journal of Approximate Reasoning
Volume49
Issue number1
Early online date07 Sep 2007
DOIs
Publication statusPublished - Sep 2008

Keywords

  • Linear and multilinear programming

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