RBF NETWORK COMBINED WITH WAVELET DENOISING FOR SARDINE CATCHES FORECASTING

Nibaldo Rodriguez; Broderick Crawford; Eleuterio Yañez

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Paper

RBF NETWORK COMBINED WITH WAVELET DENOISING FOR SARDINE CATCHES FORECASTING

Topics: Data Warehouses and Data Mining

In Proceedings of the Third International Conference on Software and Data Technologies - Volume 2: ICSOFT, 308-311, 2008 , Porto, Portugal

Authors: Nibaldo Rodriguez ; Broderick Crawford and Eleuterio Yañez

Affiliation: Pontificia Universidad Catolica de Valparaiso, Chile

Keyword(s): Neural networks, wavelet denoising, forecasting.

Related Ontology Subjects/Areas/Topics: Business Analytics ; Communication and Software Technologies and Architectures ; Data Engineering ; Data Warehouses and Data Mining ; e-Business ; Enterprise Information Systems

Abstract: This paper deals with time series of monthly sardines catches in the north area of Chile. The proposed method combines radial basis function neural network (RBFNN) with wavelet denoising algorithm. Wavelet denoising is based on stationary wavelet transform with hard thresholding rule and the RBFNN architecture is composed of linear and nonlinear weights, which are estimated by using the separable nonlinear least square method. The performance evaluation of the proposed forecasting model showed that a 93% of the explained variance was captured with a reduced parsimony.

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Paper citation in several formats:

Rodriguez, N.; Crawford, B. and Yañez, E. (2008). RBF NETWORK COMBINED WITH WAVELET DENOISING FOR SARDINE CATCHES FORECASTING. In Proceedings of the Third International Conference on Software and Data Technologies - Volume 2: ICSOFT; ISBN 978-989-8111-53-1; ISSN 2184-2833, SciTePress, pages 308-311. DOI: 10.5220/0001893403080311

@conference{icsoft08,
author={Nibaldo Rodriguez. and Broderick Crawford. and Eleuterio Yañez.},
title={RBF NETWORK COMBINED WITH WAVELET DENOISING FOR SARDINE CATCHES FORECASTING},
booktitle={Proceedings of the Third International Conference on Software and Data Technologies - Volume 2: ICSOFT},
year={2008},
pages={308-311},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001893403080311},
isbn={978-989-8111-53-1},
issn={2184-2833},
}

TY - CONF

JO - Proceedings of the Third International Conference on Software and Data Technologies - Volume 2: ICSOFT
TI - RBF NETWORK COMBINED WITH WAVELET DENOISING FOR SARDINE CATCHES FORECASTING
SN - 978-989-8111-53-1
IS - 2184-2833
AU - Rodriguez, N.
AU - Crawford, B.
AU - Yañez, E.
PY - 2008
SP - 308
EP - 311
DO - 10.5220/0001893403080311
PB - SciTePress