Sequential Learning and Decision-Making in Wireless Resource Management

Author:   Rong Zheng ,  Cunqing Hua
Publisher:   Springer International Publishing AG
Edition:   Softcover reprint of the original 1st ed. 2016
ISBN:  

9783319844138


Pages:   118
Publication Date:   07 July 2018
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Sequential Learning and Decision-Making in Wireless Resource Management


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Overview

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.

Full Product Details

Author:   Rong Zheng ,  Cunqing Hua
Publisher:   Springer International Publishing AG
Imprint:   Springer International Publishing AG
Edition:   Softcover reprint of the original 1st ed. 2016
Dimensions:   Width: 15.50cm , Height: 0.70cm , Length: 23.50cm
Weight:   0.454kg
ISBN:  

9783319844138


ISBN 10:   331984413
Pages:   118
Publication Date:   07 July 2018
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Introduction.- Stochastic Multi-armed Bandit.- Markov Multi-armed Bandit.- Adversarial Multi-armed Bandit.- Spectrum Sensing and Access in Cognitive Radio Networks.- Sniffer Channel Assignment in Multi-channel Wireless Networks.- Online Routing in Multi-hop Wireless Networks.- Channel Selection and User Association in WiFi Networks.

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