Restless Multi-Armed Bandit in Opportunistic Scheduling

Wang, Kehao/ Chen, Lin

Springer Nature Switzerland AG（2021/05発売）

• 製本 Hardcover:ハードカバー版／ページ数 151 p.
• 商品コード 9783030699581

Full Description

This book provides foundations for the understanding and design of computation-efficient algorithms and protocols for those interactions with environment, i.e., wireless communication systems. The book provides a systematic treatment of the theoretical foundation and algorithmic tools necessarily in the design of computation-efficient algorithms and protocols in stochastic scheduling. The problems addressed in the book are of both fundamental and practical importance. Target readers of the book are researchers and advanced-level engineering students interested in acquiring in-depth knowledge on the topic and on stochastic scheduling and their applications, both from theoretical and engineering perspective.

Contents

Introduction.- RMAB in Opportunistic Scheduling.- Optimality of Myopic Policy with Imperfect Sensing.- Whittle Index Policy with Imperfect Sensing.- Heuristic Policy with Imperfect Sensing.- Optimality of Myopic Policy with Imperfect Observation.- Whittle Index Policy for Multi-State Channel Scheduling.- Conclusion.