eXponential FAmily Dynamical Systems (XFADS): Large-scale nonlinear Gaussian state-space modeling

Matthew Dowling, Yuan Zhao, Il Memming Park

State-space graphical models and the variational autoencoder framework provide a principled apparatus for learning dynamical systems from data. State-of-the-art probabilistic appro…