GPatt: Fast Multidimensional Pattern Extrapolation with Gaussian Processes

Andrew Gordon Wilson, Elad Gilboa, Arye Nehorai +1

Gaussian processes are typically used for smoothing and interpolation on small datasets. We introduce a new Bayesian nonparametric framework -- GPatt -- enabling automatic pattern…