Modeling and reasoning with Bayesian networks - Info and Reading Options
By Adnan Darwiche
"Modeling and reasoning with Bayesian networks" was published by Cambridge University Press in 2009 - Cambridge and the language of the book is English.
“Modeling and reasoning with Bayesian networks” Metadata:
- Title: ➤ Modeling and reasoning with Bayesian networks
- Author: Adnan Darwiche
- Language: English
- Publisher: Cambridge University Press
- Publish Date: 2009
- Publish Location: Cambridge
“Modeling and reasoning with Bayesian networks” Subjects and Themes:
- Subjects: ➤ Bayesian statistical decision theory - Graphic methods - Inference - Probabilities - Modeling - Bayes-Netz
Edition Specifications:
- Pagination: p. cm.
Edition Identifiers:
- The Open Library ID: OL22658659M - OL13646913W
- Online Computer Library Center (OCLC) ID: 263146943
- Library of Congress Control Number (LCCN): 2008044605
- ISBN-13: 9780521884389
- All ISBNs: 9780521884389
AI-generated Review of “Modeling and reasoning with Bayesian networks”:
"Modeling and reasoning with Bayesian networks" Table Of Contents:
- 1- Introduction
- 2- Propositional logic
- 3- Probability calculus
- 4- Bayesian networks
- 5- Building Bayesian networks
- 6- Inference by variable elimination
- 7- Inference by factor elimination
- 8- Inference by conditioning
- 9- Models for graph decomposition
- 10- Most likely instantiations
- 11- The complexity of probabilistic inference
- 12- Compiling Bayesian networks
- 13- Inference with local structure
- 14- Approximate inference by belief propagation
- 15- Approximate inference by stochastic sampling
- 16- Sensitivity analysis
- 17- Learning : the maximum likelihood approach
- 18- Learning : the Bayesian approach.
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