Publication Date:
2010
Short description:
Evolutionary Wavelet Networks for Statistical Time Series Analysis / Minerva, T. - In: Non linear systems and wavelet analysis / A. Kallel, A. Hassairi, C. Bulucea, N. Mastorakis. - STAMPA. - Stevens Point, Wisconsin, USA : Wseas Press, 2010. - ISBN 9789604741892. - pp. 95-100
abstract:
In this paper I describe an evolutionary wavelet network to optimize the filtering of a statisticaltime series into separate contributions. The wavelet base is regarded as a neural network where thenetwork nodes are discrete wavelet transforms, the wavelon, and the network structure and parameters areselected through evolutionary techniques. With this combined approach I can separate stochastic fromstructural components within an optimized framework and finally I can perform optimized predictiveanalysis on the time series components.
Iris type:
Capitolo/Saggio
Keywords:
Wavelet Networks; Evolutionary Computation; Time Series Analysis
List of contributors:
Minerva, Tommaso
Book title:
Non linear systems and wavelet analysis