Fuzzy ARTMAP dynamic decay adjustment: An improved fuzzy ARTMAP model with a conflict resolving facility
This paper presents a hybrid neural network classifier of fuzzy ARTMAP (FAM) and the dynamic decay adjustment (DDA) algorithm. The proposed FAMDDA model is a conflict-resolving classifier that can perform stable and incremental learning while settling overlapping of hyper-rectangular prototypes of d...
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Published: |
ELSEVIER SCIENCE BV
2008
|
| Subjects: | |
| Online Access: | http://shdl.mmu.edu.my/2780/ |
| _version_ | 1848790147855810560 |
|---|---|
| author | Tan, Shing Chiang Rao, M.V.C. Lim, Chee Peng |
| author_facet | Tan, Shing Chiang Rao, M.V.C. Lim, Chee Peng |
| author_sort | Tan, Shing Chiang |
| building | MMU Institutional Repository |
| collection | Online Access |
| description | This paper presents a hybrid neural network classifier of fuzzy ARTMAP (FAM) and the dynamic decay adjustment (DDA) algorithm. The proposed FAMDDA model is a conflict-resolving classifier that can perform stable and incremental learning while settling overlapping of hyper-rectangular prototypes of different classes in minimizing misclassification rates. The performance of FAMDDA is evaluated using a number of benchmark data sets. The results are analyzed and compared with those from FAM and a number of machine learning classifiers. The outcomes show that FAMDDA has a better generalization capability than FAM, and its performance is comparable with those from other classifiers. The effectiveness of FAMDDA is also demonstrated in an application pertaining to condition monitoring of a circulating water system in a power generation station. Implications on the effectiveness of FAMDDA from the application point of view are discussed. (C) 2007 Elsevier B. V. All rights reserved. |
| first_indexed | 2025-11-14T18:08:00Z |
| format | Article |
| id | mmu-2780 |
| institution | Multimedia University |
| institution_category | Local University |
| last_indexed | 2025-11-14T18:08:00Z |
| publishDate | 2008 |
| publisher | ELSEVIER SCIENCE BV |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | mmu-27802011-09-14T02:54:40Z http://shdl.mmu.edu.my/2780/ Fuzzy ARTMAP dynamic decay adjustment: An improved fuzzy ARTMAP model with a conflict resolving facility Tan, Shing Chiang Rao, M.V.C. Lim, Chee Peng T Technology (General) QA75.5-76.95 Electronic computers. Computer science This paper presents a hybrid neural network classifier of fuzzy ARTMAP (FAM) and the dynamic decay adjustment (DDA) algorithm. The proposed FAMDDA model is a conflict-resolving classifier that can perform stable and incremental learning while settling overlapping of hyper-rectangular prototypes of different classes in minimizing misclassification rates. The performance of FAMDDA is evaluated using a number of benchmark data sets. The results are analyzed and compared with those from FAM and a number of machine learning classifiers. The outcomes show that FAMDDA has a better generalization capability than FAM, and its performance is comparable with those from other classifiers. The effectiveness of FAMDDA is also demonstrated in an application pertaining to condition monitoring of a circulating water system in a power generation station. Implications on the effectiveness of FAMDDA from the application point of view are discussed. (C) 2007 Elsevier B. V. All rights reserved. ELSEVIER SCIENCE BV 2008 Article NonPeerReviewed Tan, Shing Chiang and Rao, M.V.C. and Lim, Chee Peng (2008) Fuzzy ARTMAP dynamic decay adjustment: An improved fuzzy ARTMAP model with a conflict resolving facility. Applied Soft Computing, 8 (1). pp. 543-554. ISSN 15684946 http://dx.doi.org/10.1016/j.asoc.2007.03.006 doi:10.1016/j.asoc.2007.03.006 doi:10.1016/j.asoc.2007.03.006 |
| spellingShingle | T Technology (General) QA75.5-76.95 Electronic computers. Computer science Tan, Shing Chiang Rao, M.V.C. Lim, Chee Peng Fuzzy ARTMAP dynamic decay adjustment: An improved fuzzy ARTMAP model with a conflict resolving facility |
| title | Fuzzy ARTMAP dynamic decay adjustment: An improved fuzzy ARTMAP model with a conflict resolving facility |
| title_full | Fuzzy ARTMAP dynamic decay adjustment: An improved fuzzy ARTMAP model with a conflict resolving facility |
| title_fullStr | Fuzzy ARTMAP dynamic decay adjustment: An improved fuzzy ARTMAP model with a conflict resolving facility |
| title_full_unstemmed | Fuzzy ARTMAP dynamic decay adjustment: An improved fuzzy ARTMAP model with a conflict resolving facility |
| title_short | Fuzzy ARTMAP dynamic decay adjustment: An improved fuzzy ARTMAP model with a conflict resolving facility |
| title_sort | fuzzy artmap dynamic decay adjustment: an improved fuzzy artmap model with a conflict resolving facility |
| topic | T Technology (General) QA75.5-76.95 Electronic computers. Computer science |
| url | http://shdl.mmu.edu.my/2780/ http://shdl.mmu.edu.my/2780/ http://shdl.mmu.edu.my/2780/ |