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|a Darwiche, Adnan,
|d 1966-
|e author.
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|a Modeling and reasoning with Bayesian networks /
|c Adnan Darwiche, University of California, Los Angeles.
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|a Cambridge, UK ;
|a New York :
|b Cambridge University Press,
|c 2009.
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|c ©2009
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|a 1 online resource (xii, 548 pages) :
|b illustrations
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|a text
|b txt
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|a Includes bibliographical references (pages 527-539) and index.
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|a 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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|a Introduces the formal foundations and practical applications of Bayesian networks.
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|a Description based on print version record; title from digital title page (viewed January 24, 2023).
|
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|a eBooks on EBSCOhost
|b EBSCO eBook Subscription Academic Collection - Worldwide
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650 |
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|a Bayesian statistical decision theory
|x Graphic methods.
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650 |
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|a Inference.
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650 |
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|a Probabilities.
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650 |
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|a Modeling.
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|a Probability
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|a Théorie de la décision bayésienne
|x Méthodes graphiques.
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|a Inférence (Logique)
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|a Probabilités.
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|a probability.
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|a MATHEMATICS
|x Probability & Statistics
|x Bayesian Analysis.
|2 bisacsh
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|a Modèles mathématiques.
|2 eclas
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|a Méthodes statistiques.
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|a Probabilités.
|2 eclas
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|a Sciences.
|2 eclas
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|a Inference
|2 fast
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|a Modeling
|2 fast
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|a Probabilities
|2 fast
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|a Bayes-Netz
|2 gnd
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|i Print version:
|a Darwiche, Adnan, 1966-
|t Modeling and reasoning with Bayesian networks.
|d Cambridge ; New York : Cambridge University Press, 2009
|z 9780521884389
|w (DLC) 2008044605
|w (OCoLC)263146943
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