Learning deep kernels for exponential family densities

Wenliang Li, Danica J. Sutherland, Heiko Strathmann, Arthur Gretton

Abstract: The kernel exponential family is a rich class of distributions, which can be fit efficiently and with statistical guarantees by score matching. Being required to choose a priori a simple kernel suc...