Scaling Gaussian Process Regression with Derivatives

David Eriksson, Kun Dong, Eric Lee, David Bindel, Andrew G. Wilson

Neural Information Processing Systems 

Gaussian processes (GPs) with derivatives are useful in many applications, including Bayesian optimization, implicit surface reconstruction, and terrain reconstruction.