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A new hybrid fuzzy ARTMAP and radial basis function neural network with online pruning strategy

E-learning; Functions; Fuzzy inference; Radial basis function networks; Fuzzy ARTMAP; Online learning; pruning; Radial basis functions; regression; Learning algorithms

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Bibliographic Details
Main Authors: Leow S.Y., Wong S.Y., Yap K.S., Yap H.J.
Other Authors: 57193235970
Format: Conference Paper
Published: Institute of Electrical and Electronics Engineers Inc. 2023
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spelling my.uniten.dspace-233182023-05-29T14:39:27Z A new hybrid fuzzy ARTMAP and radial basis function neural network with online pruning strategy Leow S.Y. Wong S.Y. Yap K.S. Yap H.J. 57193235970 55812054100 24448864400 35319362200 E-learning; Functions; Fuzzy inference; Radial basis function networks; Fuzzy ARTMAP; Online learning; pruning; Radial basis functions; regression; Learning algorithms In this paper, a new online learning algorithm is proposed to learn a data sample in hybrid mode. This new algorithm is developed and referred as Growing and Pruning - Fuzzy ARTMAP-radial basis function (GAP-FAM-RBF) neural network. In this algorithm, fuzzy ARTMAP (FAM) network learns from training samples and radial basis function (RBF) network provides viable solutions. The GAP-FAM-RBF that proposed is able to learn online from the first data samples. The insignificant hidden neurons will be pruned. The performance of this algorithm is evaluated on regression applications. � 2016 IEEE. Final 2023-05-29T06:39:26Z 2023-05-29T06:39:26Z 2017 Conference Paper 10.1109/ICSGRC.2016.7813294 2-s2.0-85011982314 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85011982314&doi=10.1109%2fICSGRC.2016.7813294&partnerID=40&md5=38c1bcd8d1a901a5d83f6fa6194c3b38 https://irepository.uniten.edu.my/handle/123456789/23318 7813294 17 21 Institute of Electrical and Electronics Engineers Inc. Scopus
institution Universiti Tenaga Nasional
building UNITEN Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Tenaga Nasional
content_source UNITEN Institutional Repository
url_provider http://dspace.uniten.edu.my/
description E-learning; Functions; Fuzzy inference; Radial basis function networks; Fuzzy ARTMAP; Online learning; pruning; Radial basis functions; regression; Learning algorithms
author2 57193235970
author_facet 57193235970
Leow S.Y.
Wong S.Y.
Yap K.S.
Yap H.J.
format Conference Paper
author Leow S.Y.
Wong S.Y.
Yap K.S.
Yap H.J.
spellingShingle Leow S.Y.
Wong S.Y.
Yap K.S.
Yap H.J.
A new hybrid fuzzy ARTMAP and radial basis function neural network with online pruning strategy
author_sort Leow S.Y.
title A new hybrid fuzzy ARTMAP and radial basis function neural network with online pruning strategy
title_short A new hybrid fuzzy ARTMAP and radial basis function neural network with online pruning strategy
title_full A new hybrid fuzzy ARTMAP and radial basis function neural network with online pruning strategy
title_fullStr A new hybrid fuzzy ARTMAP and radial basis function neural network with online pruning strategy
title_full_unstemmed A new hybrid fuzzy ARTMAP and radial basis function neural network with online pruning strategy
title_sort new hybrid fuzzy artmap and radial basis function neural network with online pruning strategy
publisher Institute of Electrical and Electronics Engineers Inc.
publishDate 2023
_version_ 1806427632216047616
score 13.214268

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