Assembling a consistent set of sentences in relational probabilistic logic with stochastic independence


Autoria(s): CAMPOS, Cassio Polpo de; COZMAN, Fabio Gagliardi; LUNA, Jose Eduardo Ochoa
Contribuinte(s)

UNIVERSIDADE DE SÃO PAULO

Data(s)

18/10/2012

18/10/2012

2009

Resumo

We examine the representation of judgements of stochastic independence in probabilistic logics. We focus on a relational logic where (i) judgements of stochastic independence are encoded by directed acyclic graphs, and (ii) probabilistic assessments are flexible in the sense that they are not required to specify a single probability measure. We discuss issues of knowledge representation and inference that arise from our particular combination of graphs, stochastic independence, logical formulas and probabilistic assessments. (C) 2007 Elsevier B.V. All rights reserved.

CNPq[3000183/98-4]

FAPESP[04/09568-0]

CAPES

Identificador

JOURNAL OF APPLIED LOGIC, v.7, n.2, Special Issue, p.137-154, 2009

1570-8683

http://producao.usp.br/handle/BDPI/18349

10.1016/j.jal.2007.11.002

http://dx.doi.org/10.1016/j.jal.2007.11.002

Idioma(s)

eng

Publicador

ELSEVIER SCIENCE BV

Relação

Journal of Applied Logic

Direitos

restrictedAccess

Copyright ELSEVIER SCIENCE BV

Palavras-Chave #Probabilistic logic #Stochastic independence #Graph-theoretic models #Linear and multilinear programming #BAYESIAN NETWORKS #1ST-ORDER LOGICS #KNOWLEDGE BASES #Computer Science, Artificial Intelligence #Computer Science, Theory & Methods #Mathematics, Applied
Tipo

article

original article

publishedVersion