Amazon cover image
Image from Amazon.com

Modeling and reasoning with Bayesian networks

By: Material type: TextTextPublication details: Cambridge ; New York : Cambridge University Press, ©2009.Description: xii, 548 p. : ill. ; 26 cmISBN:
  • 9780521884389
Subject(s): DDC classification:
  • 519.542 22 DAR-M
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.
Tags from this library: No tags from this library for this title. Log in to add tags.
Star ratings
    Average rating: 0.0 (0 votes)
Holdings
Item type Current library Collection Call number Status Date due Barcode Item holds
Books Books IIITD Reference Mathematics REF 519.542 DAR-M (Browse shelf(Opens below)) Available 003922
Total holds: 0

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.

There are no comments on this title.

to post a comment.
© 2024 IIIT-Delhi, library@iiitd.ac.in