Sequential Learning and Decision-Making in Wireless Resource Management

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...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριοι συγγραφείς: Zheng, Rong (Συγγραφέας), Hua, Cunqing (Συγγραφέας)
Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
Γλώσσα:English
Έκδοση: Cham : Springer International Publishing : Imprint: Springer, 2016.
Σειρά:Wireless Networks,
Θέματα:
Διαθέσιμο Online:Full Text via HEAL-Link
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100 1 |a Zheng, Rong.  |e author. 
245 1 0 |a Sequential Learning and Decision-Making in Wireless Resource Management  |h [electronic resource] /  |c by Rong Zheng, Cunqing Hua. 
264 1 |a Cham :  |b Springer International Publishing :  |b Imprint: Springer,  |c 2016. 
300 |a XIII, 118 p. 22 illus.  |b online resource. 
336 |a text  |b txt  |2 rdacontent 
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490 1 |a Wireless Networks,  |x 2366-1186 
505 0 |a 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. 
520 |a 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. 
650 0 |a Computer science. 
650 0 |a Computer communication systems. 
650 0 |a Electrical engineering. 
650 1 4 |a Computer Science. 
650 2 4 |a Computer Communication Networks. 
650 2 4 |a Communications Engineering, Networks. 
700 1 |a Hua, Cunqing.  |e author. 
710 2 |a SpringerLink (Online service) 
773 0 |t Springer eBooks 
776 0 8 |i Printed edition:  |z 9783319505015 
830 0 |a Wireless Networks,  |x 2366-1186 
856 4 0 |u http://dx.doi.org/10.1007/978-3-319-50502-2  |z Full Text via HEAL-Link 
912 |a ZDB-2-SCS 
950 |a Computer Science (Springer-11645)