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Optimization with Sparsity-Inducing Penalties

af Francis Bach

indgår i Foundations and Trends (R) in Machine Learning serien

Optimization with Sparsity-Inducing Penalties af Francis Bach
Bag om Optimization with Sparsity-Inducing Penalties

Presents optimization tools and techniques dedicated to sparsity-inducing penalties from a general perspective. The book covers proximal methods, block-coordinate descent, working-set and homotopy methods, and non-convex formulations and extensions, and provides a set of experiments to compare algorithms from a computational point of view.

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  • Sprog:
  • Engelsk
  • ISBN:
  • 9781601985101
  • Indbinding:
  • Paperback
  • Sideantal:
  • 124
  • Udgivet:
  • 4. januar 2012
  • Størrelse:
  • 156x234x7 mm.
  • Vægt:
  • 186 g.
  • 8-11 hverdage.
  • 6. december 2024
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Presents optimization tools and techniques dedicated to sparsity-inducing penalties from a general perspective. The book covers proximal methods, block-coordinate descent, working-set and homotopy methods, and non-convex formulations and extensions, and provides a set of experiments to compare algorithms from a computational point of view.

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