Recurrent Barycenter Encoder: Prediction, Simulation and Applications to Time Series Analysis

This dissertation has two parts. In the first part we theoretically develop a framework that extends the optimal transport barycenter problem from independent data with observed covariates to processes whose relevant covariate is their own history. Given a stationary stochastic process, our framewor