Modeling and Reasoning with Bayesian Networks - Hardcover

Adnan Darwiche

  • 4.28 out of 5 stars
    29 ratings by Goodreads
 
9780521884389: Modeling and Reasoning with Bayesian Networks
Hardcover
ISBN 10: 0521884381 ISBN 13: 9780521884389
Publisher: Cambridge University Press, 2009

Synopsis

This book provides a thorough introduction to the formal foundations and practical applications of Bayesian networks. It provides an extensive discussion of techniques for building Bayesian networks that model real-world situations, including techniques for synthesizing models from design, learning models from data, and debugging models using sensitivity analysis. It also treats exact and approximate inference algorithms at both theoretical and practical levels. The author assumes very little background on the covered subjects, supplying in-depth discussions for theoretically inclined readers and enough practical details to provide an algorithmic cookbook for the system developer.

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About the Author

Adnan Darwiche is a Professor in the Department of Computer Science at the University of California, Los Angeles.

"About this title" may belong to another edition of this title.

Publisher
Cambridge University Press
Publication date
2009
Language
English
ISBN 10 
0521884381
ISBN 13 
9780521884389
Binding
Hardcover
Edition number
1
Number of pages
562
Rating
  • 4.28 out of 5 stars
    29 ratings by Goodreads

Other Popular Editions of the Same Title

9781107678422: Modeling and Reasoning with Bayesian Networks

Featured Edition

ISBN 10:  1107678420 ISBN 13:  9781107678422
Publisher: Cambridge University Press, 2014
Softcover