Inference of dynamic systems from noisy and sparse data via manifold-constrained Gaussian processes

Shihao Yang, Samuel W. K. Wong, S. C. Kou

Parameter estimation for nonlinear dynamic system models, represented by ordinary differential equations (ODEs), using noisy and sparse data is a vital task in many fields. We prop…