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Localized Rademacher Complexities

2002

Conference Paper

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We investigate the behaviour of global and local Rademacher averages. We present new error bounds which are based on the local averages and indicate how data-dependent local averages can be estimated without {it a priori} knowledge of the class at hand.

Author(s): Bartlett, P. and Bousquet, O. and Mendelson, S.
Journal: Proceedings of the 15th annual conference on Computational Learning Theory
Pages: 44-58
Year: 2002
Day: 0

Department(s): Empirical Inference
Bibtex Type: Conference Paper (inproceedings)

Event Name: Proceedings of the 15th annual conference on Computational Learning Theory

Digital: 0
Organization: Max-Planck-Gesellschaft
School: Biologische Kybernetik

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BibTex

@inproceedings{1442,
  title = {Localized Rademacher Complexities},
  author = {Bartlett, P. and Bousquet, O. and Mendelson, S.},
  journal = {Proceedings of the 15th annual conference on Computational Learning Theory},
  pages = {44-58},
  organization = {Max-Planck-Gesellschaft},
  school = {Biologische Kybernetik},
  year = {2002}
}