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Modeling and Reasoning with Bayesian Networks

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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 ...

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Modeling and Reasoning with Bayesian Networks
2014, Cambridge University Press, Cambridge

ISBN-13: 9781107678422

Trade paperback

Modeling and Reasoning with Bayesian Networks
2009, Cambridge University Press, New York

ISBN-13: 9780521884389

Hardcover

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