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portada Variational Bayesian Learning Theory
Type
Physical Book
Author
Publisher
Year
2019
Language
English
Pages
558
Format
Hardcover
Dimensions
21.3 x 18.8 x 3.3 cm
Weight
0.91 kg.
ISBN13
9781107076150
Edition No.
1
Categories

Variational Bayesian Learning Theory

Shinichi Nakajima (Author) · Kazuho Watanabe (Author) · Masashi Sugiyama (Author) · Cambridge University Press · Hardcover

Variational Bayesian Learning Theory - Nakajima, Shinichi ; Watanabe, Kazuho ; Sugiyama, Masashi

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Synopsis "Variational Bayesian Learning Theory "

Variational Bayesian learning is one of the most popular methods in machine learning. Designed for researchers and graduate students in machine learning, this book summarizes recent developments in the non-asymptotic and asymptotic theory of variational Bayesian learning and suggests how this theory can be applied in practice. The authors begin by developing a basic framework with a focus on conjugacy, which enables the reader to derive tractable algorithms. Next, it summarizes non-asymptotic theory, which, although limited in application to bilinear models, precisely describes the behavior of the variational Bayesian solution and reveals its sparsity inducing mechanism. Finally, the text summarizes asymptotic theory, which reveals phase transition phenomena depending on the prior setting, thus providing suggestions on how to set hyperparameters for particular purposes. Detailed derivations allow readers to follow along without prior knowledge of the mathematical techniques specific to Bayesian learning.

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