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Li Wenliang

2 accepted papers

2019

Learning deep kernels for exponential family densities

ICML 2019oral

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 such as the Gaussian, however, limits its practical applicability. We provide a scheme for learning a kern…