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Linear-wavelet networks

Roberto GalvãoVictor BecerraJoão CaladoPedro Silva — 2004

International Journal of Applied Mathematics and Computer Science

This paper proposes a nonlinear regression structure comprising a wavelet network and a linear term. The introduction of the linear term is aimed at providing a more parsimonious interpolation in high-dimensional spaces when the modelling samples are sparse. A constructive procedure for building such structures, termed linear-wavelet networks, is described. For illustration, the proposed procedure is employed in the framework of dynamic system identification. In an example involving a simulated...

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