Description |
1 online resource (XIX, 458 pages 240 illustrations, 126 illustrations in color.) : online resource |
Series |
Studies in Computational Intelligence, 1860-949X ; 754 |
|
Studies in computational intelligence ; 754. 1860-949X
|
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.
|
|
Artificial intelligence.
|
|
Computational intelligence.
|
|
engineering.
|
|
artificial intelligence.
|
|
Artificial intelligence.
|
|
Computers -- Intelligence (AI) & Semantics.
|
|
Artificial intelligence
|
|
Computational intelligence
|
|
Engineering
|
Form |
Electronic book
|
Author |
Saghiri, Ali Mohammad., author
|
|
Vahidipour, Seyed Mehdi., author
|
|
Esnaashari, Mehdi., author
|
|
Meybodi, Mohammad Reza., author
|
ISBN |
3319724282 |
|
9783319724287 |
|