On the reduction of complexity in the architecture of fuzzy ARTMAP with dynamic decay adjustment
This paper presents a hybrid network (FAMDDA-T) comprising the Fuzzy ARTMAP (FAM) neural network and the Dynamic Decay Adjustment (DDA) algorithm with an online pruning strategy. Twelve benchmark datasets are used to demonstrate the effectiveness of FAMDDA-T. The results of FAMDDA-T are compared wit...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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ELSEVIER SCIENCE BV
2006
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| Subjects: | |
| Online Access: | http://shdl.mmu.edu.my/3247/ http://shdl.mmu.edu.my/3247/1/1302.pdf |
| _version_ | 1848790274515402752 |
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| author | TAN, S RAO, M LIM, C |
| author_facet | TAN, S RAO, M LIM, C |
| author_sort | TAN, S |
| building | MMU Institutional Repository |
| collection | Online Access |
| description | This paper presents a hybrid network (FAMDDA-T) comprising the Fuzzy ARTMAP (FAM) neural network and the Dynamic Decay Adjustment (DDA) algorithm with an online pruning strategy. Twelve benchmark datasets are used to demonstrate the effectiveness of FAMDDA-T. The results of FAMDDA-T are compared with those of FAMDDA (without pruning), and the Radial Basis Function Network with DDA (RBFN-DDA) as well as its pruning version (RBFN-DDA-T). It is observed that, when compared with other DDA-based networks, FAMDDA-T is able to form a parsimonious network structure and, at the same time, to maintain a high level of network generalization in tackling pattern classification problems. (c) 2006 Elsevier B.V. All rights reserved. |
| first_indexed | 2025-11-14T18:10:01Z |
| format | Article |
| id | mmu-3247 |
| institution | Multimedia University |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-14T18:10:01Z |
| publishDate | 2006 |
| publisher | ELSEVIER SCIENCE BV |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | mmu-32472014-03-03T04:46:06Z http://shdl.mmu.edu.my/3247/ On the reduction of complexity in the architecture of fuzzy ARTMAP with dynamic decay adjustment TAN, S RAO, M LIM, C T Technology (General) QA75.5-76.95 Electronic computers. Computer science This paper presents a hybrid network (FAMDDA-T) comprising the Fuzzy ARTMAP (FAM) neural network and the Dynamic Decay Adjustment (DDA) algorithm with an online pruning strategy. Twelve benchmark datasets are used to demonstrate the effectiveness of FAMDDA-T. The results of FAMDDA-T are compared with those of FAMDDA (without pruning), and the Radial Basis Function Network with DDA (RBFN-DDA) as well as its pruning version (RBFN-DDA-T). It is observed that, when compared with other DDA-based networks, FAMDDA-T is able to form a parsimonious network structure and, at the same time, to maintain a high level of network generalization in tackling pattern classification problems. (c) 2006 Elsevier B.V. All rights reserved. ELSEVIER SCIENCE BV 2006-10 Article NonPeerReviewed text en http://shdl.mmu.edu.my/3247/1/1302.pdf TAN, S and RAO, M and LIM, C (2006) On the reduction of complexity in the architecture of fuzzy ARTMAP with dynamic decay adjustment. Neurocomputing, 69 (16-18). pp. 2456-2460. ISSN 09252312 http://dx.doi.org/10.1016/j.neucom.2006.01.027 doi:10.1016/j.neucom.2006.01.027 doi:10.1016/j.neucom.2006.01.027 |
| spellingShingle | T Technology (General) QA75.5-76.95 Electronic computers. Computer science TAN, S RAO, M LIM, C On the reduction of complexity in the architecture of fuzzy ARTMAP with dynamic decay adjustment |
| title | On the reduction of complexity in the architecture of fuzzy ARTMAP with dynamic decay adjustment |
| title_full | On the reduction of complexity in the architecture of fuzzy ARTMAP with dynamic decay adjustment |
| title_fullStr | On the reduction of complexity in the architecture of fuzzy ARTMAP with dynamic decay adjustment |
| title_full_unstemmed | On the reduction of complexity in the architecture of fuzzy ARTMAP with dynamic decay adjustment |
| title_short | On the reduction of complexity in the architecture of fuzzy ARTMAP with dynamic decay adjustment |
| title_sort | on the reduction of complexity in the architecture of fuzzy artmap with dynamic decay adjustment |
| topic | T Technology (General) QA75.5-76.95 Electronic computers. Computer science |
| url | http://shdl.mmu.edu.my/3247/ http://shdl.mmu.edu.my/3247/ http://shdl.mmu.edu.my/3247/ http://shdl.mmu.edu.my/3247/1/1302.pdf |