Efficient and principled score estimation with Nyström kernel exponential families

Danica J. Sutherland, Heiko Strathmann, Michael Arbel, Arthur Gretton

Abstract: We propose a fast method with statistical guarantees for learning an exponential family density model where the natural parameter is in a reproducing kernel Hilbert space, and may be infinite dimen...