Efficient Gaussian Process Regression for Large Data Sets

Anjishnu Banerjee, David Dunson, Surya Tokdar

Gaussian processes (GPs) are widely used in nonparametric regression, classification and spatio-temporal modeling, motivated in part by a rich literature on theoretical properties.…