Uniform Error Bounds for Gaussian Process Regression with Application to Safe Control

Key to the application of such models in safety-critical domains is the quantification of their model error. Gaussian processes provide such a measure anduniform error bounds havebeen derived,which allowsafe control based on thesemodels.