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Networks of Learning Automata: Techniques for Online Stochastic Optimization - Hardcover

Thathachar, M.A.L.; Sastry, P.S.

 
9781402076916: Networks of Learning Automata: Techniques for Online Stochastic Optimization
Hardcover
ISBN 10: 1402076916 ISBN 13: 9781402076916
Verlag: Springer, 2003

Inhaltsangabe

Networks of Learning Automata: Techniques for Online Stochastic Optimization is a comprehensive account of learning automata models with emphasis on multiautomata systems. It considers synthesis of complex learning structures from simple building blocks and uses stochastic algorithms for refining probabilities of selecting actions. Mathematical analysis of the behavior of games and feedforward networks is provided. Algorithms considered here can be used for online optimization of systems based on noisy measurements of performance index. Also, algorithms that assure convergence to the global optimum are presented. Parallel operation of automata systems for improving speed of convergence is described. The authors also include extensive discussion of how learning automata solutions can be constructed in a variety of applications.

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Verlag
Springer
Erscheinungsdatum
2003
Sprache
Englisch
ISBN 10 
1402076916
ISBN 13 
9781402076916
Einband
Gebundene Ausgabe
Anzahl der Seiten
283
Kontakt zum Hersteller
Springer Heidelberg
buchhandel-buch@springer.com

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Heidelberg
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Deutschland