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“Optimal Rates for the Regularized Least-Squares Algorithm”
A. Caponnetto and E. de Vito · 2007
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2017

Sutherland, Danica J.

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 its bound on the effective dimensionality.
In this note, we explain the mistake, provide a correct bound, and show that the main theorem remains true.

“Optimal Rates for the Regularized Least-Squares Algorithm”
A. Caponnetto and E. de Vito · 2007
Earlier work this paper cites.

Nothing clear enough to list yet.

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