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Learning for Decision and Control in Stochastic Networks

Bag om Learning for Decision and Control in Stochastic Networks

This book introduces the Learning-Augmented Network Optimization (LANO) paradigm, which interconnects network optimization with the emerging AI theory and algorithms and has been receiving a growing attention in network research. The authors present the topic based on a general stochastic network optimization model, and review several important theoretical tools that are widely adopted in network research, including convex optimization, the drift method, and mean-field analysis. The book then covers several popular learning-based methods, i.e., learning-augmented drift, multi-armed bandit and reinforcement learning, along with applications in networks where the techniques have been successfully applied. The authors also provide a discussion on potential future directions and challenges.

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  • Sprog:
  • Engelsk
  • ISBN:
  • 9783031315992
  • Indbinding:
  • Paperback
  • Sideantal:
  • 71
  • Udgivet:
  • 21. juni 2024
  • Udgave:
  • 2023
  • Størrelse:
  • 168x237x8 mm.
  • Vægt:
  • 172 g.
  • BLACK NOVEMBER
Leveringstid: Ukendt - mangler pt.

Beskrivelse af Learning for Decision and Control in Stochastic Networks

This book introduces the Learning-Augmented Network Optimization (LANO) paradigm, which interconnects network optimization with the emerging AI theory and algorithms and has been receiving a growing attention in network research. The authors present the topic based on a general stochastic network optimization model, and review several important theoretical tools that are widely adopted in network research, including convex optimization, the drift method, and mean-field analysis. The book then covers several popular learning-based methods, i.e., learning-augmented drift, multi-armed bandit and reinforcement learning, along with applications in networks where the techniques have been successfully applied. The authors also provide a discussion on potential future directions and challenges.

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