Online scalable Gaussian processes with conformal prediction for guaranteed coverage

Jinwen Xu, Qin Lu, Georgios B. Giannakis

The Gaussian process (GP) is a Bayesian nonparametric paradigm that is widely adopted for uncertainty quantification (UQ) in a number of safety-critical applications, including rob…