Blick ins Buch

Sequential Learning and Decision-Making in Wireless Resource Management

Rong Zheng, Cunqing Hua (Autoren)

Buch | Hardcover

XIII, 118 Seiten

2017
Springer International Publishing (Verlag)
978-3-319-50501-5 (ISBN)

Lese- und Medienproben

Blick ins Buch (midvox)

Artikel merken

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.

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.

Erscheinungsdatum	25.01.2017
Reihe/Serie	Wireless Networks
Zusatzinfo	XIII, 118 p. 22 illus.
Verlagsort	Cham
Sprache	englisch
Maße	155 x 235 mm
Themenwelt	Mathematik / Informatik ► Informatik ► Netzwerke
Themenwelt	Technik ► Nachrichtentechnik
Schlagworte	Bandits • Cognitive Radio Networks • Communications Engineering, Networks • Communications engineering / telecommunications • Computer Communication Networks • Computer Science • Exploration and exploitation • Incomplete Information • Multi-armed bandit • network hardware • Sequential Learning • Wireless data services • Wireless LANs • wireless mesh networks • wireless networks • Wireless resource management
ISBN-10	3-319-50501-7 / 3319505017
ISBN-13	978-3-319-50501-5 / 9783319505015
Zustand	Neuware