Recent Advances in Learning Automata (Paperback, Softcover reprint of the original 1st ed. 2018)

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.

General

Imprint:	Springer International Publishing AG
Country of origin:	Switzerland
Series:	Studies in Computational Intelligence, 754
Release date:	June 2019
First published:	2018
Authors:	Alireza Rezvanian • Ali Mohammad Saghiri • Seyed Mehdi Vahidipour • Mehdi Esnaashari • Mohammad Reza Meybodi
Dimensions:	235 x 155mm (L x W)
Format:	Paperback
Pages:	458
Edition:	Softcover reprint of the original 1st ed. 2018
ISBN-13:	978-3-319-89182-8
Categories:	Books > Computing & IT > Applications of computing > Artificial intelligence > General
LSN:	3-319-89182-0
Barcode:	9783319891828

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