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Graphical Models, Exponential Families, and Variational Inference - Foundations and Trends® in Machine Learning
Martin J. Wainwright
Graphical Models, Exponential Families, and Variational Inference - Foundations and Trends® in Machine Learning
Martin J. Wainwright
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 |
See all of Martin J. Wainwright ( e.g. Paperback Book )