| Description |
1 online resource (XIX, 458 pages 240 illustrations, 126 illustrations in color.) : online resource |
| Series |
Studies in Computational Intelligence, 1860-949X ; 754 |
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Studies in computational intelligence ; 754. 1860-949X
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| Contents |
Learning automata theory -- Cellular learning automata -- Learning automata for wireless sensor networks -- Learning automata for cognitive Peer-to-peer networks -- Learning automata for Complex Social Networks -- Adaptive petri net based on learning automata -- Summary and future directions |
| Summary |
This book collects recent theoretical advances and concrete applications of learning automata (LAs) in various areas of computer science, presenting a broad treatment of the computer science field in a survey style. Learning automata (LAs) have proven to be effective decision-making agents, especially within unknown stochastic environments. The book starts with a brief explanation of LAs and their baseline variations. It subsequently introduces readers to a number of recently developed, complex structures used to supplement LAs, and describes their steady-state behaviors. These complex structures have been developed because, by design, LAs are simple units used to perform simple tasks; their full potential can only be tapped when several interconnected LAs cooperate to produce a group synergy. In turn, the next part of the book highlights a range of LA-based applications in diverse computer science domains, from wireless sensor networks, to peer-to-peer networks, to complex social networks, and finally to Petri nets. The book accompanies the reader on a comprehensive journey, starting from basic concepts, continuing to recent theoretical findings, and ending in the applications of LAs in problems from numerous research domains. As such, the book offers a valuable resource for all computer engineers, scientists, and students, especially those whose work involves the reinforcement learning and artificial intelligence domains |
| Bibliography |
Includes bibliographical references |
| Subject |
Engineering.
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Artificial intelligence.
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Computational intelligence.
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engineering.
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artificial intelligence.
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Artificial intelligence.
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Computers -- Intelligence (AI) & Semantics.
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Artificial intelligence
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Computational intelligence
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Engineering
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| Form |
Electronic book
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| Author |
Saghiri, Ali Mohammad., author
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Vahidipour, Seyed Mehdi., author
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Esnaashari, Mehdi., author
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Meybodi, Mohammad Reza., author
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| ISBN |
3319724282 |
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9783319724287 |
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