Convergence of Gaussian process regression: Optimality, robustness, and relationship with kernel ridge regression

Wenjia Wang, Bing-Yi Jing

In this work, we investigate Gaussian process regression used to recover a function based on noisy observations. We derive upper and lower error bounds for Gaussian process regress…