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- 562pages
- 20 heures de lecture
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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.
Achat du livre
Modeling and Reasoning with Bayesian Networks, Adnan Darwiche
- Langue
- Année de publication
- 2009
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- (rigide)
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- Titre
- Modeling and Reasoning with Bayesian Networks
- Langue
- Anglais
- Auteurs
- Adnan Darwiche
- Éditeur
- Cambridge University Press
- Publié
- 2009
- Format
- rigide
- Pages
- 562
- ISBN10
- 0521884381
- ISBN13
- 9780521884389
- Séries
- Mots clés
- Nonfiction, Technologie & Ingénierie, Science et Mathématiques, Manuels et guides, Informatique & Internet, Mathématiques, Intelligence Artificielle
- Évaluation
- 4,35 sur 5
- Description
- 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.