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Bayesian Artificial Intelligence
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Bayesian Artificial Intelligence

DOI link for Bayesian Artificial Intelligence

Bayesian Artificial Intelligence book

Bayesian Artificial Intelligence

DOI link for Bayesian Artificial Intelligence

Bayesian Artificial Intelligence book

ByKevin B. Korb, Ann E. Nicholson
Edition 2nd Edition
First Published 2010
eBook Published 16 December 2010
Pub. location Boca Raton
Imprint CRC Press
DOI https://doi.org/10.1201/b10391
Pages 491 pages
eBook ISBN 9780429075391
SubjectsEngineering & Technology, Mathematics & Statistics
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Korb, K., Nicholson, A. (2011). Bayesian Artificial Intelligence. Boca Raton: CRC Press, https://doi.org/10.1201/b10391

Updated and expanded, Bayesian Artificial Intelligence, Second Edition provides a practical and accessible introduction to the main concepts, foundation, and applications of Bayesian networks. It focuses on both the causal discovery of networks and Bayesian inference procedures. Adopting a causal interpretation of Bayesian networks, the authors dis

TABLE OF CONTENTS

part |2 pages

I PROBABILISTIC REASONING

chapter 1|26 pages

Bayesian Reasoning

chapter 2|26 pages

Introducing Bayesian Networks

chapter 3|42 pages

Inference in Bayesian Networks

chapter 4|36 pages

Decision Networks

chapter 5|48 pages

Applications of Bayesian Networks

part |4 pages

II LEARNING CAUSAL MODELS

chapter 6|20 pages

Learning Probabilities

chapter 7|26 pages

Bayesian Network Classifiers

chapter 8|24 pages

Learning Linear Causal Models

chapter 9|38 pages

Learning Discrete Causal Structure

part |4 pages

III KNOWLEDGE ENGINEERING

chapter 10|64 pages

Knowledge Engineering with Bayesian Networks

chapter 11|44 pages

KEBN Case Studies

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