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Deep Reinforcement Learning for Wireless Communications and Networking: Theory, Applications and Implementation - Hardcover

 
9781119873679: Deep Reinforcement Learning for Wireless Communications and Networking: Theory, Applications and Implementation
  • PublisherWiley-IEEE Press
  • Publication date2023
  • ISBN 10 1119873673
  • ISBN 13 9781119873679
  • BindingHardcover
  • LanguageEnglish
  • Edition number1
  • Number of pages288

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Hoang Dinh, Thai, Van Huynh Nguyen N. Nguyen Diep u. a.:
Published by Wiley-IEEE Press, 2023
ISBN 10: 1119873673 ISBN 13: 9781119873679
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Hoang, Dinh Thai; Van Huynh, Nguyen; Nguyen, Diep N.; Hossain, Ekram; Niyato, Dusit
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Hoang, Dinh Thai; Huynh, Nguyen Van; Nguyen, Diep N.; Hossain, Ekram; Niyato, Dusit
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Hoang, Dinh Thai; Van Huynh, Nguyen; Nguyen, Diep N.; Hossain, Ekram; Niyato, Dusit
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Dinh Thai Hoang
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ISBN 10: 1119873673 ISBN 13: 9781119873679
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Hardcover. Condition: new. Hardcover. Deep Reinforcement Learning for Wireless Communications and Networking Comprehensive guide to Deep Reinforcement Learning (DRL) as applied to wireless communication systems Deep Reinforcement Learning for Wireless Communications and Networking presents an overview of the development of DRL while providing fundamental knowledge about theories, formulation, design, learning models, algorithms and implementation of DRL together with a particular case study to practice. The book also covers diverse applications of DRL to address various problems in wireless networks, such as caching, offloading, resource sharing, and security. The authors discuss open issues by introducing some advanced DRL approaches to address emerging issues in wireless communications and networking. Covering new advanced models of DRL, e.g., deep dueling architecture and generative adversarial networks, as well as emerging problems considered in wireless networks, e.g., ambient backscatter communication, intelligent reflecting surfaces and edge intelligence, this is the first comprehensive book studying applications of DRL for wireless networks that presents the state-of-the-art research in architecture, protocol, and application design. Deep Reinforcement Learning for Wireless Communications and Networking covers specific topics such as: Deep reinforcement learning models, covering deep learning, deep reinforcement learning, and models of deep reinforcement learningPhysical layer applications covering signal detection, decoding, and beamforming, power and rate control, and physical-layer securityMedium access control (MAC) layer applications, covering resource allocation, channel access, and user/cell associationNetwork layer applications, covering traffic routing, network classification, and network slicing With comprehensive coverage of an exciting and noteworthy new technology, Deep Reinforcement Learning for Wireless Communications and Networking is an essential learning resource for researchers and communications engineers, along with developers and entrepreneurs in autonomous systems, who wish to harness this technology in practical applications. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability. Seller Inventory # 9781119873679

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Dinh Thai Hoang
Published by John Wiley & Sons Inc, 2023
ISBN 10: 1119873673 ISBN 13: 9781119873679
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Hoang, Dinh Thai; Van Huynh, Nguyen; Nguyen, Diep N.; Hossain, Ekram; Niyato, Dusit
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Dinh Thai Hoang
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ISBN 10: 1119873673 ISBN 13: 9781119873679
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