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Book Cover
Author Darwiche, Adnan, 1966-

Title Modeling and reasoning with Bayesian networks / Adnan Darwiche.

Published Cambridge : Cambridge University Press, 2009.


Location Call No. Status
 UniM ERC  519.542 DARW    AVAILABLE
Physical description xii, 548 pages : illustrations ; 26 cm
Bibliography Includes bibliographical references (pages 527- 539) and index.
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.
Subject Bayesian statistical decision theory -- Graphic methods.
ISBN 9780521884389 (hbk.) £40.00
0521884381 (hbk.) £40.00