A Fast and Greedy Subset-of-Data (SoD) Scheme for Sparsification in Gaussian processes

Vidhi Lalchand, A. C. Faul

In their standard form Gaussian processes (GPs) provide a powerful non-parametric framework for regression and classificaton tasks. Their one limiting property is their $\mathcal{O…