Interpretable Latent Variables in Deep State Space Models

Haoxuan Wu, David S. Matteson, Martin T. Wells

We introduce a new version of deep state-space models (DSSMs) that combines a recurrent neural network with a state-space framework to forecast time series data. The model estimate…