Modeling and Reasoning with Bayesian Networks

Adnan Darwiche

ISBN 10: 1107678420 / ISBN 13: 9781107678422

Published by Cambridge University Press, 2014

Sichtbare Flecken. 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. Seller Inventory # ed95ea7b-6d0a-41cc-8e09-6172cff1b60a

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.

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

Bibliographic Details

Title: Modeling and Reasoning with Bayesian Networks
Publisher: Cambridge University Press
Publication Date: 2014
Binding: Softcover
Condition: Fair