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Modeling and Reasoning with Bayesian Networks by Adnan Darwiche

Modeling and Reasoning with Bayesian Networks

by Adnan Darwiche
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Book cover type: Paperback
  • ISBN13: 9781107678422
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Cambridge University Press
  • Publisher Imprint: Cambridge University Press
  • Publication Date:
  • Pages: 562
  • Original Price: GBP 65.0
  • Language: English
  • Edition: N/A
  • Item Weight: 962 grams
  • BISAC Subject(s): Probability & Statistics / General

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.

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

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