171 citations · 357 across the 21 of their papers we have counts for
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stat.ML2017★ 1 cited
Kernel Conditional Exponential Family
Michael Arbel, Arthur Gretton
A nonparametric family of conditional distributions is introduced, which generalizes conditional exponential families using functional parameters in a suitable RKHS. An algorithm i…
stat.ML2017★ 3 cited
Efficient and principled score estimation with Nyström kernel exponential families
Danica J. Sutherland, Heiko Strathmann, Michael Arbel +1
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…