Geometric Parameters of Kernel Machines

  • Authors:
  • Shahar Mendelson

  • Affiliations:
  • -

  • Venue:
  • COLT '02 Proceedings of the 15th Annual Conference on Computational Learning Theory
  • Year:
  • 2002

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Abstract

We investigate the fat-shattering dimension and the localized Rademacher averages of kernel machines and their connection to the eigenvalues associated with the kernel.