Gaussian process interpolation with conformal prediction: methods and comparative analysis

Aurélien Pion, Emmanuel Vazquez

This article advocates the use of conformal prediction (CP) methods for Gaussian process (GP) interpolation to enhance the calibration of prediction intervals. We begin by illustra…