Generalized Normalizing Flows via Markov Chains

Steidl, Gabriele Hagemann, Paul Lyonel Hertrich, Johannes

Elements in Non-local Data Interactions: Foundations and Applications

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Omtale

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.

Utgivelsesdato:

02.02.2023
ISBN/Varenr:

9781009331005
Språk:

, Engelsk
Forlag:

Cambridge University Press
Fagtema:

Matematikk og naturvitenskap
Litteraturtype:

Faglitteratur
Sider:

75
Høyde:

22.8 cm
Bredde:

15.3 cm