Numerical Gaussian Processes for Time-dependent and Non-linear Partial Differential Equations

Maziar Raissi, Paris Perdikaris, George Em Karniadakis

We introduce the concept of numerical Gaussian processes, which we define as Gaussian processes with covariance functions resulting from temporal discretization of time-dependent p…