Fast and Scalable Spike and Slab Variable Selection in High-Dimensional Gaussian Processes

Hugh Dance, Brooks Paige

Variable selection in Gaussian processes (GPs) is typically undertaken by thresholding the inverse lengthscales of automatic relevance determination kernels, but in high-dimensiona…