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Nonlinear Modeling Johan A.K. Suykens

Nonlinear Modeling By Johan A.K. Suykens

Nonlinear Modeling by Johan A.K. Suykens


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Summary

Nonlinear Modeling: Advanced Black-Box Techniques discusses methods on
  • Neural nets and related model structures for nonlinear system identification;
  • Wavelet-based modeling of nonlinear systems;
  • Nonlinear identification based on fuzzy models;

Nonlinear Modeling Summary

Nonlinear Modeling: Advanced Black-Box Techniques by Johan A.K. Suykens

Nonlinear Modeling: Advanced Black-Box Techniques discusses methods on
  • Neural nets and related model structures for nonlinear system identification;
  • Enhanced multi-stream Kalman filter training for recurrent networks;
  • The support vector method of function estimation;
  • Parametric density estimation for the classification of acoustic feature vectors in speech recognition;
  • Wavelet-based modeling of nonlinear systems;
  • Nonlinear identification based on fuzzy models;
  • Statistical learning in control and matrix theory;
  • Nonlinear time-series analysis.

It also contains the results of the K.U. Leuven time series prediction competition, held within the framework of an international workshop at the K.U. Leuven, Belgium in July 1998.

Table of Contents

Preface. 1. Neural Nets and Related Model Structures for Nonlinear System Identification; J. Sjoeberg, L.S.H. Ngia. 2. Enhanced Multi-Stream Kalman Filter Training for Recurrent Networks; L.A. Feldkamp, et al. 3. The Support Vector Method of Function Estimation; V. Vapnik. 4. Parametric Density Estimation for the Classification of Acoustic Feature Vectors in Speech Recognition; S. Basu, C.A. Micchelli. 5. Wavelet Based Modeling of Nonlinear Systems; Yi Yu, et al. 6. Nonlinear Identification Based on Fuzzy Models; V. Wertz, S. Yurkovich. 7. Statistical Learning in Control and Matrix Theory; M. Vidyasagar. 8. Nonlinear Time-Series Analysis; U. Parlitz. 9. The K.U. Leuven Time Series Prediction Competition; J.A.K. Suykens, J. Vandewalle. References. Index.

Additional information

NLS9781461376118
9781461376118
1461376114
Nonlinear Modeling: Advanced Black-Box Techniques by Johan A.K. Suykens
New
Paperback
Springer-Verlag New York Inc.
2012-11-05
256
N/A
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