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Damien Ackerer

2 accepted papers

2019

Copulas as High-Dimensional Generative Models: Vine Copula Autoencoders

NeurIPS 2019poster

We introduce the vine copula autoencoder (VCAE), a flexible generative model for high-dimensional distributions built in a straightforward three-step procedure. First, an autoencoder (AE) compresses the data into a lower dimensional representation. Second, the multivariate distribution of the enco…