Solving Roughly Forced Nonlinear PDEs via Misspecified Kernel Methods and Neural Networks

Ricardo Baptista, Edoardo Calvello, Matthieu Darcy +3

We consider the use of Gaussian Processes (GPs) or Neural Networks (NNs) to numerically approximate the solutions to nonlinear partial differential equations (PDEs) with rough forc…