Time Series (re)sampling using Generative Adversarial Networks

Christian M. Dahl, Emil N. Sørensen

We propose a novel bootstrap procedure for dependent data based on Generative Adversarial networks (GANs). We show that the dynamics of common stationary time series processes can…