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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 for support vector machines (SVMs) with hinge loss and Gaussian RBF kernels. These rates are in te…
stat.ML2007★ 4 cited
Learning from dependent observations
Ingo Steinwart, Don Hush, Clint Scovel
In most papers establishing consistency for learning algorithms it is assumed that the observations used for training are realizations of an i.i.d. process. In this paper we go far…