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This book presents reinforcement learning (RL) based solutions for
user-centric online network selection optimization. The main
content can be divided into three parts. The first part (chapter 2
and 3) focuses on how to learning the best network when QoE is
revealed beyond QoS under the framework of multi-armed bandit
(MAB). The second part (chapter 4 and 5) focuses on how to meet
dynamic user demand in complex and uncertain heterogeneous wireless
networks under the framework of markov decision process (MDP). The
third part (chapter 6 and 7) focuses on how to meet heterogeneous
user demand for multiple users inlarge-scale networks under the
framework of game theory. Efficient RL algorithms with practical
constraints and considerations are proposed to optimize QoE for
realizing intelligent online network selection for future mobile
networks. This book is intended as a reference resource for
researchers and designers in resource management of 5G networks and
beyond.
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Wireless and Satellite Systems - 11th EAI International Conference, WiSATS 2020, Nanjing, China, September 17-18, 2020, Proceedings, Part I (Paperback, 1st ed. 2021)
Qihui Wu, Kanglian Zhao, Xiaojin Ding
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R2,994
Discovery Miles 29 940
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Ships in 10 - 15 working days
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This two-volume set LNICST 357-358 constitutes the post-conference
proceedings of the 11th EAI International Conference on Wireless
and Satellite Services, WiSATS 2020, held in Nanjing, China, in
September 2020. The 91 full papers and workshop papers were
carefully reviewed and selected from 200 submissions. Part I -
LNICST 357 - details original research and results of wireless and
satellite technology for a smarter global communication
architecture. The theme of WISATS 2020 is "Intelligent Wireless and
Satellite Communications for Beyond 5G". Part II - LNICST 358 -
presents 6 workshop papers: High Speed Space Communication and
Space Information Networks (HSSCSIN); Integrated Space and Onboard
Networks (ISON); Intelligent Satellite Operations, Managements, and
Applications (ISOMA); Intelligent Satellites in Future Space
Networked System (ISFSNS); Satellite Communications, Networking and
Applications (SCNA); Satellite Internet of Things; Trusted Data
Sharing, Secure Communication (SIOTTDSSC).
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Wireless and Satellite Systems - 11th EAI International Conference, WiSATS 2020, Nanjing, China, September 17-18, 2020, Proceedings, Part II (Paperback, 1st ed. 2021)
Qihui Wu, Kanglian Zhao, Xiaojin Ding
|
R3,039
Discovery Miles 30 390
|
Ships in 10 - 15 working days
|
This two-volume set LNICST 357-358 constitutes the post-conference
proceedings of the 11th EAI International Conference on Wireless
and Satellite Services, WiSATS 2020, held in Nanjing, China, in
September 2020. The 91 full papers and workshop papers were
carefully reviewed and selected from 200 submissions. Part I -
LNICST 357 - details original research and results of wireless and
satellite technology for a smarter global communication
architecture. The theme of WISATS 2020 is "Intelligent Wireless and
Satellite Communications for Beyond 5G". Part II - LNICST 358 -
presents 6 workshop papers: High Speed Space Communication and
Space Information Networks (HSSCSIN); Integrated Space and Onboard
Networks (ISON); Intelligent Satellite Operations, Managements, and
Applications (ISOMA); Intelligent Satellites in Future Space
Networked System (ISFSNS); Satellite Communications, Networking and
Applications (SCNA); Satellite Internet of Things; Trusted Data
Sharing, Secure Communication (SIOTTDSSC).
This book presents reinforcement learning (RL) based solutions for
user-centric online network selection optimization. The main
content can be divided into three parts. The first part (chapter 2
and 3) focuses on how to learning the best network when QoE is
revealed beyond QoS under the framework of multi-armed bandit
(MAB). The second part (chapter 4 and 5) focuses on how to meet
dynamic user demand in complex and uncertain heterogeneous wireless
networks under the framework of markov decision process (MDP). The
third part (chapter 6 and 7) focuses on how to meet heterogeneous
user demand for multiple users inlarge-scale networks under the
framework of game theory. Efficient RL algorithms with practical
constraints and considerations are proposed to optimize QoE for
realizing intelligent online network selection for future mobile
networks. This book is intended as a reference resource for
researchers and designers in resource management of 5G networks and
beyond.
|
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