 |
Learning Bayesian Networks (Artificial Intelligence)
|
by Richard E. Neapolitan
Sales Rank: 295674
|
List Price: $106.00
$84.80
At Amazon
on 12-5-2008
|
|
Paperback: 674 pages
Publisher: Prentice Hall April 6, 2003
Language: English
ISBN-10: 0130125342
ISBN-13: 978-0130125347
Product Dimensions:
9.3 x 6.9 x 1.2 inches
Shipping Weight: 2.5 pounds
Product Description
For courses in Bayesian Networks or Advanced Networking focusing on Bayesian networks found in departments of Computer Science, Computer Engineering and Electrical Engineering. Also appropriate as a supplementary text in courses on Expert Systems, Machine Learning, and Artificial Intelligence where the topic of Bayesian Networks is covered. This book provides an accessible and unified discussion of Bayesian networks. It includes discussions of topics related to the areas of artificial intelligence, expert systems and decision analysis, the fields in which Bayesian networks are frequently applied. The author discusses both methods for doing inference in Bayesian networks and influence diagrams. The book also covers the Bayesian method for learning the values of discrete and continuous parameters. Both the Bayesian and constraint-based methods for learning structure are discussed in detail.
Back Cover Copy
Learning Bayesian Networks offers the first accessible and unified text on the study and application of Bayesian networks. This book serves as a key textbook or reference for anyone with an interest in probabilistic modeling in the fields of computer science, computer engineering, and electrical engineering. This text is also a valuable supplemental resource for courses on expert systems, machine learning, and artificial intelligence.
Appropriate for classroom teaching or self-instruction, the text is organized to provide fundamental concepts in an accessible, practical format. Beginning with a basic theoretical introduction, the author then provides a comprehensive discussion of inference, methods of learning, and applications based on Bayesian networks and beyond. Learning Bayesian Networks: - Includes hundreds of examples and problems
- Makes learning easy by introducing complex concepts through simple examples
- Clarifies with separate discussions on statistical development of Bayesian networks and application to causality
|
Learning Bayesian Networks (Artificial Intelligence)
Available from Amazon
Price: $84.80
Updated on 12-5-2008
|
|
NOTICE: All product prices, availability, and specifications
are subject to verification by their respective retailers.
Copyright © 2008 Dominant Systems Corporation
info@bookdigger.com
Privacy Policy
Last Modified : 12-5-2008
