Gaussian Processes for Bayesian Estimation in Ordinary Differential Equations

David Barber, Yali Wang

Abstract: Bayesian parameter estimation in coupled ordinary differential equations (ODEs) is challenging due to the high computational cost of numerical integration. In gradient matching a separate data mode...