Deep reinforcement learning for wireless communications and networking (Record no. 567175)
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000 -LEADER | |
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fixed length control field | 02743 a2200265 4500 |
003 - CONTROL NUMBER IDENTIFIER | |
control field | OSt |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
ISBN | 9781119873679 |
040 ## - CATALOGING SOURCE | |
Transcribing agency | IIT Kanpur |
041 ## - LANGUAGE CODE | |
Language code of text/sound track or separate title | eng |
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 621.384 |
Item number | D36 |
245 ## - TITLE STATEMENT | |
Title | Deep reinforcement learning for wireless communications and networking |
Remainder of title | theory, applications and implementation |
Statement of responsibility, etc | Dinh Thai Hoang ...[et al.] |
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
Name of publisher | John Wiley |
Year of publication | 2023 |
Place of publication | Hoboken |
300 ## - PHYSICAL DESCRIPTION | |
Number of Pages | xxii, 264p |
520 ## - SUMMARY, ETC. | |
Summary, etc | 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.<br/><br/>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.<br/><br/>Deep Reinforcement Learning for Wireless Communications and Networking covers specific topics such as:<br/><br/>Deep reinforcement learning models, covering deep learning, deep reinforcement learning, and models of deep reinforcement learning<br/>Physical layer applications covering signal detection, decoding, and beamforming, power and rate control, and physical-layer security<br/>Medium access control (MAC) layer applications, covering resource allocation, channel access, and user/cell association<br/>Network layer applications, covering traffic routing, network classification, and network slicing<br/>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. |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical Term | Reinforcement learning |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical Term | Deep learning |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical Term | Wireless communication |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical Term | Computer networks |
700 ## - ADDED ENTRY--PERSONAL NAME | |
Personal name | Hoang, Dinh Thai |
700 ## - ADDED ENTRY--PERSONAL NAME | |
Personal name | Huynh, Nguyen Van |
700 ## - ADDED ENTRY--PERSONAL NAME | |
Personal name | Nguyen, Diep N. |
700 ## - ADDED ENTRY--PERSONAL NAME | |
Personal name | Hossain, Ekram |
700 ## - ADDED ENTRY--PERSONAL NAME | |
Personal name | Niyato, Dusit |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Koha item type | Books |
Withdrawn status | Lost status | Damaged status | Not for loan | Collection code | Home library | Current library | Date acquired | Source of acquisition | Cost, normal purchase price | Full call number | Accession Number | Cost, replacement price | Koha item type |
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General Stacks | PK Kelkar Library, IIT Kanpur | PK Kelkar Library, IIT Kanpur | 30/09/2024 | 2 | 9063.24 | 621.384 D36 | A186482 | 11329.05 | Books |