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Nonlinear Modeling: Advanced Black-Box Techniques

by Johan A. K. Suykens

Nonlinear Modeling: Advanced Black-Box Techniques Cover

Synopses & Reviews

Book News Annotation:

This collection of eight contributions presents advanced black-box techniques for nonlinear modeling. The methods discussed include 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, and nonlinear time- series analysis. The volume concludes with the results of a time- series prediction competition held at a July 1998 workshop in Belgium. Annotation c. by Book News, Inc., Portland, OR (booknews.com)

Synopsis:

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.

Product Details

ISBN:
9780792381952
Subtitle:
Advanced Black-Box Techniques
Author:
Suykens, Johana K.
Editor:
Vandewalle, Joos P. L.
Author:
Vandewalle, J.
Publisher:
Springer Netherlands
Location:
Boston
Subject:
General
Subject:
Engineering - General
Subject:
Engineering design
Subject:
Mathematical models
Subject:
Nonlinear systems
Subject:
Engineering - Electrical & Electronic
Subject:
Applied
Subject:
Electronics - Circuits - General
Subject:
Electricity
Subject:
Engineering design -- Mathematical models.
Subject:
Nonlinear systems -- Mathematical models.
Edition Description:
Includes bibliographical references and index.
Publication Date:
January 1998
Binding:
Hardcover
Language:
English
Illustrations:
Yes
Pages:
274
Dimensions:
9.21x6.14x.69 in. 1.25 lbs.

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