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Optimization with Sparsity-Inducing Penalties

By: Francis Bach (Author) , Rodolph Jenatton (Author) , Julien Mairal (Author)

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Ksh 18,650.00

Format: Paperback or Softback

ISBN-13: 9781601985101

Publisher: now publishers Inc

Publication Date: Jan 4th, 2012

Weight: 186 grams

Dimension: 23.40 x 15.60 x 0.70 cms

Category: Machine learning

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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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