Modeling and reasoning with Bayesian networks - Darwiche, Adnan, 1966- (Cambridge ; New York : Cambridge University Press, 2009)
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.
Includes Index http://www.amazon.com/Modeling-Reasoning-Bayesian-Networks-Darwiche/dp/0521884381/ref=sr_1_1?s=books&ie=UTF8&qid=1409386482&sr=1-1&keywords=9780521884389
Includes bibliographical references (p. 527-539) and index.
Keywords: Bayesian statistical decision theory -- ME, MIS; Inference; Probabilities; Modeling