书目名称 | Sequential Learning and Decision-Making in Wireless Resource Management |
编辑 | Rong Zheng,Cunqing Hua |
视频video | |
概述 | Emphasizes intuition rather than laborious proofs.Provides a recipe for applying theoretical tools to real-world problems.Treats both theoretical and practical aspects of the sequential learning and d |
丛书名称 | Wireless Networks |
图书封面 |  |
描述 | 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.. |
出版日期 | Book 2016 |
关键词 | Sequential learning; Multi-armed bandit; Wireless resource management; Exploration and exploitation; Inc |
版次 | 1 |
doi | https://doi.org/10.1007/978-3-319-50502-2 |
isbn_softcover | 978-3-319-84413-8 |
isbn_ebook | 978-3-319-50502-2Series ISSN 2366-1186 Series E-ISSN 2366-1445 |
issn_series | 2366-1186 |
copyright | Springer International Publishing AG 2016 |