Lengthscale-informed sparse grids for kernel methods in high dimensions

Elliot J. Addy, Jonas Latz, Aretha L. Teckentrup

Kernel interpolation, especially in the context of Gaussian process emulation, is a widely used technique in surrogate modelling, where the goal is to cheaply approximate an input-…