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Generalized Normalizing Flows via Markov Chains

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

Manufacture on Demand

Ksh 3,250.00

Format: Paperback / Softback

ISBN-10: 1009331000

ISBN-13: 9781009331005

Series: Elements in Non-local Data Interactions: Foundations and Applications

Publisher: Cambridge University Press

Imprint: Cambridge University Press

Country of Manufacture: GB

Country of Publication: GB

Publication Date: Feb 2nd, 2023

Print length: 75 Pages

Weight: 112 grams

Dimensions (height x width x thickness): 22.80 x 15.30 x 0.70 cms

Product Classification: 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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