Learning Nonparametric Volterra Kernels with Gaussian Processes

Magnus Ross, Michael T. Smith, Mauricio A. Álvarez

This paper introduces a method for the nonparametric Bayesian learning of nonlinear operators, through the use of the Volterra series with kernels represented using Gaussian proces…