Sparse Spectrum Warped Input Measures for Nonstationary Kernel Learning

Anthony Tompkins, Rafael Oliveira, Fabio Ramos

We establish a general form of explicit, input-dependent, measure-valued warpings for learning nonstationary kernels. While stationary kernels are ubiquitous and simple to use, the…