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Radial Basis Function Networks 1: Recent Developments in Theory and Applications (Studies in Fuzziness and Soft Computing) (v. 1)
 
 
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Radial Basis Function Networks 1: Recent Developments in Theory and Applications (Studies in Fuzziness and Soft Computing) (v. 1) [Hardcover]

Robert J. Howlett (Editor), Lakhmi C. Jain (Editor)

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Book Description

Studies in Fuzziness and Soft Computing April 27, 2001
The Radial Basis Function (RBF) neural network has gained in popularity over recent years because of its rapid training and its desirable properties in classification and functional approximation applications. RBF network research has focused on enhanced training algorithms and variations on the basic architecture to improve the performance of the network. In addition, the RBF network is proving to be a valuable tool in a diverse range of application areas, for example, robotics, biomedical engineering, and the financial sector. The two volumes provide a comprehensive survey of the latest developments in this area. Volume 1 covers advances in training algorithms, variations on the architecture and function of the basis neurons, and hybrid paradigms, for example RBF learning using genetic algorithms. Both volumes will prove extremely useful to practitioners in the field, engineers, researchers and technically accomplished managers.

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The Radial Basis Function (RBF) neural network has gained in popularity over recent years because of its rapid training and its desirable properties in classification and functional approximation applications. RBF network research has focused on enhanced training algorithms and variations on the basic architecture to improve the performance of the network. In addition, the RBF network is proving to be a valuable tool in a diverse range of application areas, for example, robotics, biomedical engineering, and the financial sector. The two volumes provide a comprehensive survey of the latest developments in this area. Volume 1 covers advances in training algorithms, variations on the architecture and function of the basis neurons, and hybrid paradigms, for example RBF learning using genetic algorithms. Both volumes will prove extremely useful to practitioners in the field, engineers, researchers and technically accomplished managers.

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Inside This Book (learn more)
Key Phrases - Capitalized Phrases (CAPs): (learn more)
Neural Computation, Factor Analysis, New York, Neural Information Processing Systems, San Mateo, International Conference, Morgan Kaufmann, Technical Report, Biological Cybernetics, Complex Systems, Monte Carlo, Support Vector Learning, Cambridge University Press, Cognitive Science, Genetic Algorithms, Artificial Intelligence, John Wiley, Kernel Principal Component Analysis, New Theory, Principal Component Analysis Asteroid, Singular Value Decomposition, Comprehensive Foundation, Information Theory, Proceedings of the European Symposium, Springer Verlag
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