Modeling and reasoning with Bayesian networks
By: Adnan Darwiche.
Publisher: Cambridge University Press
Published: 2009
Place of publication: Cambridge; New York
Language: eng
ISBN-13: 9780521884389
Subjects: Bayesian statistical decision theory -- Graphic methods; Inference; Probabilities
Table of contents: title: Introduction; title: Propositional logic; title: Probability calculus; title: Bayesian networks; title: Building Bayesian networks; title: Inference by variable elimination; title: Inference by factor elimination; title: Inference by conditioning; title: Models for graph decomposition; title: Most likely instantiations; title: The complexity of probabilistic inference; title: Compiling Bayesian networks; title: Inference with local structure; title: Approximate inference by belief propagation; title: Approximate inference by stochastic sampling; title: Sensitivity analysis; title: Learning : the maximum likelihood approach; title: Learning : the Bayesian approach.