Multiresolution Kernel Approximation for Gaussian Process Regression

Yi Ding, Risi Kondor, Jonathan Eskreis-Winkler

Gaussian process regression generally does not scale to beyond a few thousands data points without applying some sort of kernel approximation method. Most approximations focus on t…