English, Article, Journal or magazine article edition: An Inequality for Uniform Deviations of Sample Averages from their Means Peter Bartlett; Gábor Lugosi

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Bookmark: http://trove.nla.gov.au/version/154421
Physical Description
  • preprint
Language
  • English

Edition details

Title
  • An Inequality for Uniform Deviations of Sample Averages from their Means
Author
  • Peter Bartlett
  • Gábor Lugosi
Physical Description
  • preprint
Notes
  • We derive a new inequality for uniform deviations of averages from their means. The inequality is a common generalization of previous results of Vapnik and Chervonenkis (1974) and Pollard (1986). Using the new inequality we obtain tight bounds for empirical loss minimization learning.
  • Vapnik-Chervonenkis inequality, uniform laws of large numbers, empirical risk, minimization
  • RePEc:upf:upfgen:280
Language
  • English
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