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From Bandits to Monte-Carlo Tree Search: The Optimistic Principle Applied to Optimization and Planning - Foundations and Trends (R) in Machine Learning 1st edition
Remi Munos
From Bandits to Monte-Carlo Tree Search: The Optimistic Principle Applied to Optimization and Planning - Foundations and Trends (R) in Machine Learning 1st edition
Remi Munos
Covers several aspects of the "optimism in the face of uncertainty" principle for large scale optimization problems under finite numerical budget. The book lays out the theoretical foundations of the field by characterizing the complexity of the optimization problems and designing efficient algorithms with performance guarantees.
146 pages
Media | Books Paperback Book (Book with soft cover and glued back) |
Released | January 20, 2014 |
ISBN13 | 9781601987662 |
Publishers | now publishers Inc |
Pages | 146 |
Dimensions | 232 × 157 × 8 mm · 213 g |
Language | English |
See all of Remi Munos ( e.g. Paperback Book )