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Estimation and Testing Under Sparsity

- Ecole d'Ete de Probabilites de Saint-Flour XLV - 2015

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Taking the Lasso method as its starting point, this book describes the main ingredients needed to study general loss functions and sparsity-inducing regularizers. Examples include the Lasso and group Lasso methods, and the least squares method with other norm-penalties, such as the nuclear norm.

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  • Sprog:
  • Engelsk
  • ISBN:
  • 9783319327730
  • Indbinding:
  • Paperback
  • Sideantal:
  • 274
  • Udgivet:
  • 29. juni 2016
  • Udgave:
  • 12016
  • Størrelse:
  • 234x154x21 mm.
  • Vægt:
  • 436 g.
  • 8-11 hverdage.
  • 13. december 2024
Forlænget returret til d. 31. januar 2025

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Taking the Lasso method as its starting point, this book describes the main ingredients needed to study general loss functions and sparsity-inducing regularizers. Examples include the Lasso and group Lasso methods, and the least squares method with other norm-penalties, such as the nuclear norm.

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