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Generalized Normalizing Flows via Markov Chains

By: Paul Lyonel (Technische Universitat Berlin) Hagemann (Author) , Johannes (Technische Universitat Berlin) Hertrich (Author) , Gabriele (Technische Universitat Berlin) Steidl (Author)

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Ksh 4,100.00

Format: Paperback or Softback

ISBN-13: 9781009331005

Publisher: Cambridge University Press

Publication Date: Feb 2nd, 2023

Weight: 112 grams

Dimension: 22.80 x 15.30 x 0.70 cms

Category: Stochastics

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Normalizing flows, diffusion normalizing flows and variational autoencoders are powerful generative models. This Element provides a unified framework to handle these approaches via Markov chains. The authors' framework establishes a useful mathematical tool to combine the various approaches.

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