Scaling Multidimensional Gaussian Processes using Projected Additive Approximations

Elad Gilboa, Yunus Saatçi, John P. Cunningham

Abstract: Exact Gaussian Process (GP) regression has O(N^3) runtime for data size N, making it intractable for large N. Advances in GP scaling have not been extended to the multidimensional input setting, de...