Canonical piecewise-linear approximations

The canonical representation of piecewise-linear functions is considered as a universal approximation scheme of multivariate functions. Meanwhile, two universal approximation schemes in terms of combinations of univariate canonical piecewise-linear functions are proposed. The discussion supports the...

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Bibliographic Details
Published inIEEE transactions on circuits and systems. 1, Fundamental theory and applications Vol. 39; no. 8; pp. 697 - 699
Main Authors Lin, J.-N., Unbehauen, R.
Format Journal Article
LanguageEnglish
Published IEEE 01.08.1992
Subjects
Adaptive filters
Adaptive systems
Circuit analysis
Ear
Intelligent networks
Lattices
Neural networks
Nonlinear circuits
Piecewise linear techniques
Spline
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Summary:The canonical representation of piecewise-linear functions is considered as a universal approximation scheme of multivariate functions. Meanwhile, two universal approximation schemes in terms of combinations of univariate canonical piecewise-linear functions are proposed. The discussion supports the application of these schemes in mapping networks, e.g. neural networks or adaptive nonlinear filters.< >
Bibliography:ObjectType-Article-2
SourceType-Scholarly Journals-1
ObjectType-Feature-1
content type line 23
ISSN:1057-7122
1558-1268
DOI:10.1109/81.168933