Graphical Models, Exponential Families, and Variational Inference - Foundations and Trends® in Machine Learning - Martin J. Wainwright - Books - now publishers Inc - 9781601981844 - December 15, 2008
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Graphical Models, Exponential Families, and Variational Inference - Foundations and Trends® in Machine Learning

Martin J. Wainwright

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Graphical Models, Exponential Families, and Variational Inference - Foundations and Trends® in Machine Learning

Working with exponential family representations, and exploiting the conjugate duality between the cumulant function and the entropy for exponential families, this book develops general variational representations of the problems of computing likelihoods, marginal probabilities and most probable configurations.


324 pages, black & white illustrations

Media Books     Paperback Book   (Book with soft cover and glued back)
Released December 15, 2008
ISBN13 9781601981844
Publishers now publishers Inc
Pages 324
Dimensions 234 × 157 × 20 mm   ·   548 g
Language English