Modeling and Reasoning with Bayesian Networks - Tapa blanda

Darwiche, Adnan

 
9781107678422: Modeling and Reasoning with Bayesian Networks
Tapa blanda
ISBN 10: 1107678420 ISBN 13: 9781107678422
Editorial: Cambridge University Press, 2014

Sinopsis

This book is 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 treatment of exact algorithms covers the main inference paradigms based on elimination and conditioning and includes advanced methods for compiling Bayesian networks, time-space tradeoffs, and exploiting local structure of massively connected networks. The treatment of approximate algorithms covers the main inference paradigms based on sampling and optimization and includes influential algorithms such as importance sampling, MCMC, and belief propagation. 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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Acerca del autor

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

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
Cambridge University Press
Año de publicación
2014
Idioma
Inglés
ISBN 10 
1107678420
ISBN 13 
9781107678422
Encuadernación
Tapa blanda
Número de páginas
562
Contacto del fabricante
no disponible
Persona responsable
Avery
https://www.avery.fr/

chemin des peupliers 27
Dardilly
Francia

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9780521884389: Modeling and Reasoning with Bayesian Networks Hardback

Edición Destacada

ISBN 10:  0521884381 ISBN 13:  9780521884389
Editorial: Cambridge University Press, 2009
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