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Sequential Learning and Decision-Making in Wireless Resource Management

Wireless Networks

By (author) Cunqing Hua, Rong Zheng
Format: Hardback
Publisher: Springer International Publishing AG, Cham, Switzerland
Published: 12th Jan 2017
Dimensions: w 156mm h 234mm d 11mm
Weight: 388g
ISBN-10: 3319505017
ISBN-13: 9783319505015
Barcode No: 9783319505015
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Synopsis
This book lays out the theoretical foundation of the so-called multi-armed bandit (MAB) problems and puts it in the context of resource management in wireless networks. Part I of the book presents the formulations, algorithms and performance of three forms of MAB problems, namely, stochastic, Markov and adversarial. Covering all three forms of MAB problems makes this book unique in the field. Part II of the book provides detailed discussions of representative applications of the sequential learning framework in cognitive radio networks, wireless LANs and wireless mesh networks. Both individuals in industry and those in the wireless research community will benefit from this comprehensive and timely treatment of these topics. Advanced-level students studying communications engineering and networks will also find the content valuable and accessible.

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