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Optimization with Sparsity-Inducing Penalties - Foundations and Trends® in Machine Learning Francis Bach
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Optimization with Sparsity-Inducing Penalties - Foundations and Trends® in Machine Learning
Francis Bach
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.
124 pages
| Media | Boeken Paperback Book (Boek met zachte kaft en gelijmde rug) |
| Vrijgegeven | 4 januari 2012 |
| ISBN13 | 9781601985101 |
| Uitgevers | now publishers Inc |
| Pagina's | 124 |
| Afmetingen | 156 × 234 × 7 mm · 185 g |
| Taal en grammatica | Engels |