hybrid bayesian networks

IJAR
2006

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Inference in hybrid Bayesian networks with mixtures of truncated exponentials

13 years 4 months ago

Mixtures of truncated exponentials (MTE) potentials are an alternative to discretization for solving hybrid Bayesian networks. Any probability density function can be approximated...

Barry R. Cobb, Prakash P. Shenoy

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AUSAI
2006
Springer

117views Artificial Intelligence» more AUSAI 2006»

Learning Hybrid Bayesian Networks by MML

13 years 8 months ago

Download www.csse.monash.edu.au

Abstract. We use a Markov Chain Monte Carlo (MCMC) MML algorithm to learn hybrid Bayesian networks from observational data. Hybrid networks represent local structure, using conditi...

Rodney T. O'Donnell, Lloyd Allison, Kevin B. Korb

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