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Sequential Learning and Decision-Making in Wireless Resource Management / by Rong Zheng, Cunqing Hua.
- Format:
- Book
- Author/Creator:
- Zheng, Rong, 1951- author.
- Hua, Cunqing, author.
- Series:
- Computer Science (Springer-11645)
- Wireless Networks,. 2366-1186
- Wireless Networks, 2366-1186
- Language:
- English
- Subjects (All):
- Computer networks.
- Electrical engineering.
- Computer Communication Networks.
- Communications Engineering, Networks.
- Local Subjects:
- Computer Communication Networks.
- Communications Engineering, Networks.
- Physical Description:
- 1 online resource (XIII, 118 pages) : 22 illustrations.
- Edition:
- First edition 2016.
- Contained In:
- Springer eBooks
- Place of Publication:
- Cham : Springer International Publishing : Imprint: Springer, 2016.
- System Details:
- text file PDF
- Summary:
- 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.
- 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.
- Other Format:
- Printed edition:
- ISBN:
- 978-3-319-50502-2
- 9783319505022
- Access Restriction:
- Restricted for use by site license.
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