Modeling and reasoning with Bayesian networks
Adnan Darwiche.
- Cambridge ; New York : Cambridge University Press, 2009.
- xii, 548 p. : ill. ; 26 cm.
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.
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.
9780521884389 0521884381 (hardback)
2008044605
GBA906362 bnb
014883735 Uk
Bayesian statistical decision theory--ME, MIS Inference. Probabilities. Modeling.