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Learning with Submodular Functions: A Convex Optimization Perspective - Foundations and Trends (R) in Machine Learning Francis Bach
Learning with Submodular Functions: A Convex Optimization Perspective - Foundations and Trends (R) in Machine Learning
Francis Bach
Presents the theory of submodular functions in a self-contained way from a convex analysis perspective, presenting tight links between certain polyhedra, combinatorial optimization and convex optimization problems. In particular, it describes how submodular function minimization is equivalent to solving a variety of convex optimization problems.
258 pages
| 介质类型 | 图书 Paperback Book (平装胶订图书) |
| 已发行 | 2013年12月4日 |
| ISBN13 | 9781601987563 |
| 出版商 | now publishers Inc |
| 页数 | 258 |
| 商品尺寸 | 156 × 234 × 14 mm · 367 g |
| 语言 | 英语 |