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On the performance of kernel classes

Mendelson, Shahar

Description

We present sharp bounds on the localized Rademacher averages of the unit ball in a reproducing kernel Hilbert space in terms of the eigenvalues of the integral operator associated with the kernel. We use this result to estimate the performance of the empirical minimization algorithm when the base class is the unit ball of the reproducing kernel Hilbert space.

CollectionsANU Research Publications
Date published: 2003-10
Type: Journal article
URI: http://hdl.handle.net/10440/303
http://digitalcollections.anu.edu.au/handle/10440/303
Source: Journal of Machine Learning Research
DOI: 10.1162/1532443041424337

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