Ingo Steinwart

most citedFast rates for support vector machines using Gaussian kernels

267 citations · 280 across the 4 of their papers we have counts for

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math.ST2007★ 267 cited

Fast rates for support vector machines using Gaussian kernels

Ingo Steinwart, Clint Scovel

For binary classification we establish learning rates up to the order of $n^{- 1}$ for support vector machines (SVMs) with hinge loss and Gaussian RBF kernels. These rates are in te…

math.ST2006★ 8 cited

A new concentration result for regularized risk minimizers

Ingo Steinwart, Don Hush, Clint Scovel

We establish a new concentration result for regularized risk minimizers which is similar to an oracle inequality. Applying this inequality to regularized least squares minimizers l…