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1 Thathachar, M.A.L Networks of Learning Automata I10660 2004 eBook  
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TitleNetworks of Learning Automata : Techniques for Online Stochastic Optimization
Author(s)Thathachar, M.A.L;Sastry, P.S
PublicationNew York, NY, Springer US, 2004.
DescriptionXV, 268 p : online resource
Abstract NoteNetworks 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
ISBN,Price9781441990525
Keyword(s)1. ARTIFICIAL INTELLIGENCE 2. COMPLEX SYSTEMS 3. COMPUTER SCIENCE 4. Computer Science, general 5. DECISION MAKING 6. DYNAMICAL SYSTEMS 7. EBOOK 8. EBOOK - SPRINGER 9. Natural language processing (Computer science) 10. Natural Language Processing (NLP) 11. OPERATIONS RESEARCH 12. Operations Research/Decision Theory 13. STATISTICAL PHYSICS 14. Statistical Physics and Dynamical Systems
Item TypeeBook
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Accession#  Call#StatusIssued ToReturn Due On Physical Location
I10660     On Shelf    

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