Modelling local and global phenomena with sparse Gaussian processes

Jarno Vanhatalo, Aki Vehtari

Much recent work has concerned sparse approximations to speed up the Gaussian process regression from the unfavorable O(n3) scaling in computational time to O(nm2). Thus far, work…