On the performance of kernel classes

Shahar Mendelson*

*Corresponding author for this work

    Research output: Contribution to journalArticlepeer-review

    44 Citations (Scopus)


    We present sharp bounds on the localized Rademacher averages of the unit ball in a reproducing kernel Hubert 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.

    Original languageEnglish
    Pages (from-to)759-771
    Number of pages13
    JournalJournal of Machine Learning Research
    Issue number5
    Publication statusPublished - 1 Jul 2004


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