00000nam a22000007i 4500 UP-8027390931311730550 Buklod 20250312145505.0 m |o d | cr ||||||||||| 250312s2021 xx u eng 9783030699598 (eBook) (Buklod)UP-8027295163992815161 DLC DENGII rda eng TK 5102.83 W36 2021eb Wang, Kehao author. Restless multi-armed bandit in opportunistic scheduling Kehao Wang, Lin Chen. Switzerland Springer [2021] 1 online resource. text txt rdacontent computer rdamedia online resource nc rdacarrier IP based subscription, on campus and remote access Access via Electronic Resources of the UPD Engineering Library and University Library websites. This book provides foundations for the understanding and design of computation-efficient algorithms and protocols for those interactions with environment, i.e., wireless communication systems. The book provides a systematic treatment of the theoretical foundation and algorithmic tools necessarily in the design of computation-efficient algorithms and protocols in stochastic scheduling. The problems addressed in the book are of both fundamental and practical importance. Target readers of the book are researchers and advanced-level engineering students interested in acquiring in-depth knowledge on the topic and on stochastic scheduling and their applications, both from theoretical and engineering perspective. Introduces Restless Multi-Armed Bandit (RMAB) and presents its relevant tools involved in machine learning and how to adapt them for application; Elaborates on research bringing the conventional decision theory and stochastic optimal technology into wireless communication applications involving machine learning; Delivers a comprehensive treatment on problems ranging from theoretical modeling and analysis, to practical algorithm design and optimization. Electronic reproduction Switzerland Springer 2021 Available via World Wide Web through SpringerLink. Electronic books. Wireless communication systems Mathematical models. Chen, Lin author. Also available remotely for the University of the Philippines System via SpringerLink. Click here to access thru EZproxy https://link-springer-com.ezproxy.engglib.upd.edu.ph/book/10.1007/978-3-030-69959-8 Available for University of the Philippines System via SpringerLink. Click here to access https://doi.org/10.1007/978-3-030-69959-8 FO UPD DENG-II TK 5102.83 W36 2021eb Electronic Resource