Rate-Preserving Shrinking-Support Gaussian Process Prediction

Xiaopeng Xiang, Wenlin Dai, Marc G. Genton +1

Gaussian process prediction is a central tool in spatial statistics, but standard implementations require dense matrix operations that become prohibitive for large datasets. We pro…