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Modeling and reasoning with Bayesian networks

By: Darwiche, Adnan 1966-.
Material type: materialTypeLabelBookPublisher: Cambridge ; New York : Cambridge University Press, 2009Description: xii, 548 p. : ill. ; 26 cm.ISBN: 9780521884389.Subject(s): Bayesian statistical decision theory -- Graphic methods | Inference | Probabilities | ModelingOnline resources: Table of contents only
Contents:
Introduction -- Propositional logic -- Probability calculus -- Bayesian networks -- Building Bayesian networks -- Inference by variable elimination -- Inference by factor elimination -- Inference by conditioning -- Models for graph decomposition -- Most likely instantiations -- The complexity of probabilistic inference -- Compiling Bayesian networks -- Inference with local structure -- Approximate inference by belief propagation -- Approximate inference by stochastic sampling -- Sensitivity analysis -- Learning : the maximum likelihood approach -- Learning : the Bayesian approach.
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Mathematics REF 519.542 DAR-M (Browse shelf) Available 003922
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Includes bibliographical references (p. 527-539) and index.

Introduction -- Propositional logic -- Probability calculus -- Bayesian networks -- Building Bayesian networks -- Inference by variable elimination -- Inference by factor elimination -- Inference by conditioning -- Models for graph decomposition -- Most likely instantiations -- The complexity of probabilistic inference -- Compiling Bayesian networks -- Inference with local structure -- Approximate inference by belief propagation -- Approximate inference by stochastic sampling -- Sensitivity analysis -- Learning : the maximum likelihood approach -- Learning : the Bayesian approach.

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