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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| Format: | Conference Paper |
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Institute of Electrical and Electronics Engineers Inc.
2023
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| _version_ | 1833411756717768704 |
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| author | Leow S.Y. Wong S.Y. Yap K.S. Yap H.J. |
| author2 | 57193235970 |
| author_facet | 57193235970 Leow S.Y. Wong S.Y. Yap K.S. Yap H.J. |
| author_sort | Leow S.Y. |
| building | UNITEN Library |
| collection | Institutional Repository |
| content_provider | Universiti Tenaga Nasional |
| content_source | UNITEN Institutional Repository |
| continent | Asia |
| country | Malaysia |
| description | E-learning; Functions; Fuzzy inference; Radial basis function networks; Fuzzy ARTMAP; Online learning; pruning; Radial basis functions; regression; Learning algorithms |
| format | Conference Paper |
| id | my.uniten.dspace-23318 |
| institution | Universiti Tenaga Nasional |
| publishDate | 2023 |
| publisher | Institute of Electrical and Electronics Engineers Inc. |
| record_format | dspace |
| 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 |
| 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 |
| title | 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_short | 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 |
| url_provider | http://dspace.uniten.edu.my/ |