Modeling and reasoning with Bayesian networks

Modeling and reasoning with Bayesian networks

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 pro...

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Bibliographische Detailangaben
1. Verfasser: Darwiche, Adnan (VerfasserIn)
Format: UnknownFormat
Sprache:eng
Veröffentlicht: Cambridge u.a. Cambridge University Press 2009
Schlagworte:
Bayesian statistical decision theory > Graphic methods > Inference > Probabilities > Modeling > Bayes-Netz
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Beschreibung
Zusammenfassung: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.
Beschreibung:Hier auch später erschienene, unveränderte Nachdrucke
Beschreibung:XII, 548 S.
graph. Darst.
ISBN:9780521884389
978-0-521-88438-9
0521884381
0-521-88438-1