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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Technik Allg. & Lexika Recent Advances in Learning Automata
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Recent Advances in Learning Automata
Mohammad Reza Meybodi (Gebundene Ausgabe, Englisch)
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Beschreibung
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. Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
26.01.2018
Sprache
Englisch
EAN
9783319724270
Herausgeber
Springer International Publishing
Serien- oder Bandtitel
Studies in Computational Intelligence
Sonderedition
Nein
Autor
Mohammad Reza Meybodi
Seitenanzahl
458
Auflage
1st edition 2018
Einbandart
Gebundene Ausgabe
Schlagwörter
Reinforcement Learning, Learning Automata, Network of Learning Automata, Discretized Learning Automata, Estimator Learning Automata, Interconnected Learning Automata, Games of Learning Automata, Cellular Learning Automata, Distributed Learning Automata
Thema-Inhalt
UYQ - Künstliche Intelligenz
Höhe
235 mm
Breite
15.5 cm
Transparenz & Sicherheit
Hersteller: Springer, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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