Modeling and reasoning with Bayesian networks
Material type: TextPublication details: Cambridge ; New York : Cambridge University Press, ©2009.Description: xii, 548 p. : ill. ; 26 cmISBN:- 9780521884389
- 519.542 22 DAR-M
- QA279.5 .D37 2009
Item type | Current library | Collection | Call number | Status | Date due | Barcode | Item holds |
---|---|---|---|---|---|---|---|
Books | IIITD Reference | Mathematics | REF 519.542 DAR-M (Browse shelf(Opens below)) | Available | 003922 |
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REF 519.536 OKA-S Spatial analysis along networks : | REF 519.537 SON-C Correlated data analysis : | REF 519.542 CAR-B Bayesian methods for data analysis | REF 519.542 DAR-M Modeling and reasoning with Bayesian networks | REF 519.542 GEL-B Bayesian data analysis | REF 519.542 KOL-P Probabilistic graphical models : | REF 519.542 KRO-D Decision procedures : |
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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