Adaptive Multiple Importance Sampling for Gaussian Processes

Xiaoyu Xiong, Václav Šmídl, Maurizio Filippone

In applications of Gaussian processes where quantification of uncertainty is a strict requirement, it is necessary to accurately characterize the posterior distribution over Gaussi…