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From Bandits to Monte-Carlo Tree Search

- The Optimistic Principle Applied to Optimization and Planning

af Rémi Munos

indgår i Foundations and Trends (R) in Machine Learning serien

From Bandits to Monte-Carlo Tree Search af Rémi Munos
Bag om From Bandits to Monte-Carlo Tree Search

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.

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  • Sprog:
  • Engelsk
  • ISBN:
  • 9781601987662
  • Indbinding:
  • Paperback
  • Sideantal:
  • 146
  • Udgivet:
  • 20. Januar 2014
  • Størrelse:
  • 157x232x8 mm.
  • Vægt:
  • 224 g.
  • 2-3 uger.
  • 9. Oktober 2024

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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.

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