Sequential Learning and Decision-Making in Wireless Resource Management

• Main Authors: Zheng, Rong (Author), Hua, Cunqing (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2016.
• Series: Wireless Networks,
• Subjects: Computer science.; Computer communication systems.; Electrical engineering.; Computer Science.; Computer Communication Networks.; Communications Engineering, Networks.

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...

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.