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Optimization with Sparsity-Inducing Penalties

Optimization with Sparsity-Inducing Penalties( )
Author: Bach, Francis
Jenatton, Rodolphe
Mairal, Julien
Obozinski, Guillaume
Series title:Foundations and Trends in Machine Learning Ser.
ISBN:978-1-60198-510-1
Publication Date:Jan 2012
Publisher:Now Publishers
Book Format:Paperback
List Price:USD $80.00USD $80.00
Book Description:

Presents optimization tools and techniques dedicated to such sparsity-inducing penalties from a general perspective. It covers proximal methods, block-coordinate descent, reweighted 2-penalized techniques, working-set and homotopy methods, as well as non-convex formulations and extensions.

Book Details
Pages:124
Detailed Subjects: Computers / Computer Science
Mathematics / Optimization
Computers / Data Science / Machine Learning
Physical Dimensions (W X L X H):6.14 x 9.21 x 0.264 Inches
Book Weight:0.41 Pounds



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