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Implicit Generative Copulas

Published in TUbilio (Technical University of Darmstadt) • Sep 29, 2021
Authors:
Tim Janke
,
Mohamed Ghanmi
,
Florian Steinke

Abstract

Copulas are a powerful tool for modeling multivariate distributions as they allow to separately estimate the univariate marginal distributions and the joint dependency structure. However, known parametric copulas offer limited flexibility especially in high dimensions, while commonly used non-parame...

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