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Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems

- Ecole d'Ete de Probabilites de Saint-Flour XXXVIII-2008

About Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems

The purpose of these lecture notes is to provide an introduction to the general theory of empirical risk minimization with an emphasis on excess risk bounds and oracle inequalities in penalized problems.

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  • Language:
  • English
  • ISBN:
  • 9783642221460
  • Binding:
  • Paperback
  • Pages:
  • 254
  • Published:
  • July 28, 2011
  • Dimensions:
  • 155x235x14 mm.
  • Weight:
  • 454 g.
Delivery: 2-4 weeks
Expected delivery: December 20, 2024

Description of Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems

The purpose of these lecture notes is to provide an introduction to the general theory of empirical risk minimization with an emphasis on excess risk bounds and oracle inequalities in penalized problems.

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