Time-Causal VAE: Robust Financial Time Series Generator

Beatrice Acciaio, Stephan Eckstein, Songyan Hou

We build a time-causal variational autoencoder (TC-VAE) for robust generation of financial time series data. Our approach imposes a causality constraint on the encoder and decoder…