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Recent Advances in Learning Automata
Alireza Rezvanian; Ali Mohammad Saghiri; Seyed Mehdi Vahidipour; Mehdi Esnaashari; Mohammad Reza Meybodi
Springer (2018)
Kovakantinen kirja
97,90
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Recent Advances in Learning Automata
Alireza Rezvanian; Ali Mohammad Saghiri; Seyed Mehdi Vahidipour; Mehdi Esnaashari; Mohammad Reza Meybodi
Springer (2019)
Pehmeäkantinen kirja
97,90
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ostoskoriin kpl
Siirry koriin
Springer
Sivumäärä: 458 sivua
Asu: Kovakantinen kirja
Julkaisuvuosi: 2018, 26.01.2018 (lisätietoa)
Kieli: Englanti
Tuotesarja: Studies in Computational Intelligence 754
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.


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Tilaustuote | Arvioimme, että tuote lähetetään meiltä noin 4-5 viikossa | Tilaa jouluksi viimeistään 27.11.2024
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Helsinki
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Turku
Tampere
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