Limit search to items available for checkout
Title Bayesian artificial intelligence / Kevin B. Korb, Ann E. Nicholson.
Imprint Boca Raton, FL : CRC Press, ©2011.


 Internet  Electronic Book    AVAILABLE
Edition 2nd ed.
Description 1 online resource (481 pages)
Series Computer science and data analysis series
Series in computer science and data analysis.
Bibliog. Includes bibliographical references (pages 417-452) and index.
Note Available only to authorized UTEP users.
Print version record.
Subject Bayesian statistical decision theory -- Data processing.
Machine learning.
Neural networks (Computer science)
Bayes Theorem.
Statistics at Topic
Artificial Intelligence.
Neural Networks, Computer.
Genre Electronic book.
Contents Cover; Title; Copyright; Contents; List of Figures; List of Tables; Preface; About the Authors; Part I: PROBABILISTIC REASONING; 1 Bayesian Reasoning; 2 Introducing Bayesian Networks; 3 Inference in Bayesian Networks; 4 Decision Networks; 5 Applications of Bayesian Networks; Part II: LEARNING CAUSAL MODELS; 6 Learning Probabilities; 7 Bayesian Network Classifiers; 8 Learning Linear Causal Models; 9 Learning Discrete Causal Structure; Part III: KNOWLEDGE ENGINEERING; 10 Knowledge Engineering with Bayesian Networks; 11 KEBN Case Studies; A Notation; B Software Packages; Bibliography.
Summary 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 discuss the use of Bayesian networks for causal modeling. They also draw on their own applied research to illustrate various applications of the technology. New to the Second EditionNew chapter on Bayesian network classifiersNew section on object-oriente.
Other Author Nicholson, Ann E.
Other Title Print version: Korb, Kevin B. Bayesian Artificial Intelligence, Second Edition. Hoboken : Taylor and Francis, ©2010 9781439815915