81 citations · 540 across the 31 of their papers we have counts for
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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…
stat.ML2017★ 2 cited
Fixing an error in Caponnetto and de Vito (2007)
Danica J. Sutherland
The seminal paper of Caponnetto and de Vito (2007) provides minimax-optimal rates for kernel ridge regression in a very general setting. Its proof, however, contains an error in it…