02960nam 2200481 450 991048413590332120220122111729.03-030-69959-510.1007/978-3-030-69959-8(CKB)4100000011937994(DE-He213)978-3-030-69959-8(MiAaPQ)EBC6628108(Au-PeEL)EBL6628108(OCoLC)1252704232(PPN)255887477(EXLCZ)99410000001193799420220122d2021 uy 0engurnn|008mamaatxtrdacontentcrdamediacrrdacarrierRestless multi-armed bandit in opportunistic scheduling /Kehao Wang, Lin Chen1st ed. 2021.Cham, Switzerland :Springer,[2021]©20211 online resource (XII, 151 p. 12 illus. in color.) 3-030-69958-7 Includes bibliographical references and index.Introduction -- RMAB in Opportunistic Scheduling -- Optimality of Myopic Policy with Imperfect Sensing -- Whittle Index Policy with Imperfect Sensing -- Heuristic Policy with Imperfect Sensing -- Optimality of Myopic Policy with Imperfect Observation -- Whittle Index Policy for Multi-State Channel Scheduling -- Conclusion.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.Wireless communication systemsMathematical modelsWireless communication systemsMathematical models.621.384131Wang Kehao866395Chen LinMiAaPQMiAaPQMiAaPQBOOK9910484135903321Restless Multi-Armed Bandit in Opportunistic Scheduling1933732UNINA