Proceeding of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence

Integrating Probability Constraints into Bayesian Nets

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This paper presents a formal convergence proof for EIPFP, an algorithm that integrates low dimensional probabilistic constraints into a Bayesian network (BN) based on the mathematical procedure IPFP. It also extends E-IPFP to deal with constraints that are inconsistent with each other or with the BN structure.


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