A Solution to the Ill-Conditioning of Gradient-Enhanced Covariance Matrices for Gaussian Processes

André L. Marchildon, David W. Zingg

Gaussian processes provide probabilistic surrogates for various applications including classification, uncertainty quantification, and optimization. Using a gradient-enhanced covar…