Locally Smoothed Gaussian Process Regression

Davit Gogolashvili, Bogdan Kozyrskiy, Maurizio Filippone

We develop a novel framework to accelerate Gaussian process regression (GPR). In particular, we consider localization kernels at each data point to down-weigh the contributions fro…