Heteroscedastic Temporal Variational Autoencoder For Irregular Time Series

Satya Narayan Shukla, Benjamin M. Marlin

Irregularly sampled time series commonly occur in several domains where they present a significant challenge to standard deep learning models. In this paper, we propose a new deep…