Simulation-Free Learning of GP-SDEs from Irregular Observations

Zhidi Lin, Yuhao Liu, Ying Li +2

Gaussian process stochastic differential equations (GP-SDEs) provide a flexible Bayesian model for unknown continuous-time state dynamics with uncertainty quantification, but learn…