Restless multi-armed bandit in opportunistic scheduling / Kehao Wang, Lin Chen.
Wang, Kehao, author.; Chen, Lin, author.
2021
TK5103.2 .W36 2021
Available Online

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Title Restless multi-armed bandit in opportunistic scheduling / Kehao Wang, Lin Chen.
Author Wang, Kehao, author.
ISBN 9783030699598 (electronic bk.)
3030699595 (electronic bk.)
9783030699604 (print)
3030699609
9783030699611 (print)
3030699617
3030699587
9783030699581
DOI https://doi.org/10.1007/978-3-030-69959-8
Published Cham, Switzerland : Springer, [2021]
Language English
Description 1 online resource : color illustrations
Other Standard Identifiers 10.1007/978-3-030-69959-8 doi
Call Number TK5103.2 .W36 2021
Dewey Decimal Classification 621.3845
Summary 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. Introduces Restless Multi-Armed Bandit (RMAB) and presents its relevant tools involved in machine learning and how to adapt them for application; Elaborates on research bringing the conventional decision theory and stochastic optimal technology into wireless communication applications involving machine learning; Delivers a comprehensive treatment on problems ranging from theoretical modeling and analysis, to practical algorithm design and optimization.
Bibliography, etc. Note Includes bibliographical references and index.
Access Note Access limited to authorized users.
Digital File Characteristics text file
PDF
Source of Description Online resource; title from digital title page (viewed on June 14, 2021).
Added Author Chen, Lin, author.
Available in Other Form Restless multi-armed bandit in opportunistic scheduling.
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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.

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