Risk bounds for model selection via penalization

  • Barron A
  • Birgé L
  • Massart P
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Abstract

Extensive, compares risk bounds to AIC, Mallows C, Vapnik's VC dimension, and other approaches

Author-supplied keywords

  • Adaptive estimation
  • Empirical processes
  • Minimum contrast estimators
  • Model selection
  • Penalization
  • Sieves

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Authors

  • Andrew Barron

  • Lucien Birgé

  • Pascal Massart

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