Deep Gaussian Process Priors for Bayesian Inference in Nonlinear Inverse Problems

Kweku Abraham, Neil Deo

We study the use of a deep Gaussian process (DGP) prior in a general nonlinear inverse problem satisfying certain regularity conditions. We prove that when the data arises from a t…