Nonlinear Modeling

Advanced Black-Box Techniques

Editors: Suykens, Johan A.K., Vandewalle, Joos P.L. (Eds.)

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About this book

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 (9 chapters)

Table of contents (9 chapters)
  • Neural Nets and Related Model Structures for Nonlinear System Identification

    Pages 1-28

    Sjöberg, Jonas (et al.)

  • Enhanced Multi-Stream Kalman Filter Training for Recurrent Networks

    Pages 29-53

    Feldkamp, Lee A. (et al.)

  • The Support Vector Method of Function Estimation

    Pages 55-85

    Vapnik, Vladimir

  • Parametric Density Estimation for the Classification of Acoustic Feature Vectors in Speech Recognition

    Pages 87-118

    Basu, Sankar (et al.)

  • Wavelet Based Modeling of Nonlinear Systems

    Pages 119-148

    Yu, Yi (et al.)

Buy this book

eBook $109.00
price for USA in USD
  • ISBN 978-1-4615-5703-6
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $219.99
price for USA in USD
  • ISBN 978-0-7923-8195-2
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions
  • Usually ready to be dispatched within 3 to 5 business days, if in stock
Softcover $149.99
price for USA in USD
  • ISBN 978-1-4613-7611-8
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions
  • Usually ready to be dispatched within 3 to 5 business days, if in stock
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Bibliographic Information

Bibliographic Information
Book Title
Nonlinear Modeling
Book Subtitle
Advanced Black-Box Techniques
Editors
  • Johan A.K. Suykens
  • Joos P.L. Vandewalle
Copyright
1998
Publisher
Springer US
Copyright Holder
Springer Science+Business Media Dordrecht
eBook ISBN
978-1-4615-5703-6
DOI
10.1007/978-1-4615-5703-6
Hardcover ISBN
978-0-7923-8195-2
Softcover ISBN
978-1-4613-7611-8
Edition Number
1
Number of Pages
XVII, 256
Topics