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July 28, 2014 | History

Modeling and reasoning with Bayesian networks 1 edition

Modeling and reasoning with Bayesian networks
Adnan Darwiche

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Modeling and reasoning with Bayesian networks
Adnan Darwiche.

Published 2009 by Cambridge University Press in Cambridge, New York .
Written in English.

Table of 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.

Classifications

Dewey Decimal Class
519.5/42
Library of Congress
QA279.5 .D37 2009

The Physical Object

Pagination
p. cm.

ID Numbers

Open Library
OL22658659M
Internet Archive
modelingreasonin00darw
ISBN 13
9780521884389
LC Control Number
2008044605
Library Thing
8797288

History

Download catalog record: RDF / JSON
July 28, 2014 Edited by ImportBot import new book
January 29, 2010 Edited by WorkBot add more information to works
December 11, 2009 Created by WorkBot add works page