Carl Edward Rasmussen

Closed-form Inference and Prediction in Gaussian Process State-Space Models

2018 · arXiv (Cornell University)

We examine an analytic variational inference scheme for the Gaussian Process State Space Model (GPSSM) - a probabilistic model for system identification and time-series modelling. Our approach performs variational inference over both the system states …