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Modeling and reasoning with Bayesian networks / Adnan Darwiche.

By: Material type: TextTextPublication details: Cambridge ; New York : Cambridge University Press, c2009.Description: xii, 548 p. : ill. ; 26 cmISBN:
  • 9780521884389 (hardback)
Subject(s): DDC classification:
  • 519.5/42 22
LOC classification:
  • QA279.5 .D37 2009
Online resources:
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.
Item type: Books
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Current library Call number Copy number Status Notes Barcode
The Iddi Basajjabalaba Memorial Library Open Shelves QA279.5 .D37 2009 (Browse shelf(Opens below)) 001 Available Material is available in hard copy 2017-165642746975742

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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