Hybrid Neuro-Fuzzy Classifier Based On Nefclass Model
The paper presents hybrid neuro-fuzzy classifier, based on NEFCLASS model, which wasmodified. The presented classifier was compared to popular classifiers – neural networks andk-nearest neighbours. Efficiency of modifications in classifier was compared with methodsused in original model NEFCLASS (le...
| Main Authors: | , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
AGH University of Science and Technology Press
2011-01-01
|
| Series: | Computer Science |
| Subjects: | |
| Online Access: | http://journals.agh.edu.pl/csci/article/download/96/50 |
| _version_ | 1819146506705305600 |
|---|---|
| author | Bogdan Gliwa Aleksander Byrski |
| author_facet | Bogdan Gliwa Aleksander Byrski |
| author_sort | Bogdan Gliwa |
| collection | DOAJ |
| description | The paper presents hybrid neuro-fuzzy classifier, based on NEFCLASS model, which wasmodified. The presented classifier was compared to popular classifiers – neural networks andk-nearest neighbours. Efficiency of modifications in classifier was compared with methodsused in original model NEFCLASS (learning methods). Accuracy of classifier was testedusing 3 datasets from UCI Machine Learning Repository: iris, wine and breast cancer wisconsin.Moreover, influence of ensemble classification methods on classification accuracy waspresented. |
| first_indexed | 2024-12-22T13:15:01Z |
| format | Article |
| id | doaj.art-0db8227026bb40d9b1b4286e7f237f61 |
| institution | Directory Open Access Journal |
| issn | 1508-2806 |
| language | English |
| last_indexed | 2024-12-22T13:15:01Z |
| publishDate | 2011-01-01 |
| publisher | AGH University of Science and Technology Press |
| record_format | Article |
| series | Computer Science |
| spelling | doaj.art-0db8227026bb40d9b1b4286e7f237f612022-12-21T18:24:39ZengAGH University of Science and Technology PressComputer Science1508-28062011-01-011211510.7494/csci.2011.12.0.115Hybrid Neuro-Fuzzy Classifier Based On Nefclass ModelBogdan Gliwa0Aleksander Byrski1AGH University of Science and TechnologyAGH University of Science and TechnologyThe paper presents hybrid neuro-fuzzy classifier, based on NEFCLASS model, which wasmodified. The presented classifier was compared to popular classifiers – neural networks andk-nearest neighbours. Efficiency of modifications in classifier was compared with methodsused in original model NEFCLASS (learning methods). Accuracy of classifier was testedusing 3 datasets from UCI Machine Learning Repository: iris, wine and breast cancer wisconsin.Moreover, influence of ensemble classification methods on classification accuracy waspresented.http://journals.agh.edu.pl/csci/article/download/96/50Neuro-fuzzy classifier; NEFCLASS; neural networks; fuzzy systems |
| spellingShingle | Bogdan Gliwa Aleksander Byrski Hybrid Neuro-Fuzzy Classifier Based On Nefclass Model Computer Science Neuro-fuzzy classifier; NEFCLASS; neural networks; fuzzy systems |
| title | Hybrid Neuro-Fuzzy Classifier Based On Nefclass Model |
| title_full | Hybrid Neuro-Fuzzy Classifier Based On Nefclass Model |
| title_fullStr | Hybrid Neuro-Fuzzy Classifier Based On Nefclass Model |
| title_full_unstemmed | Hybrid Neuro-Fuzzy Classifier Based On Nefclass Model |
| title_short | Hybrid Neuro-Fuzzy Classifier Based On Nefclass Model |
| title_sort | hybrid neuro fuzzy classifier based on nefclass model |
| topic | Neuro-fuzzy classifier; NEFCLASS; neural networks; fuzzy systems |
| url | http://journals.agh.edu.pl/csci/article/download/96/50 |
| work_keys_str_mv | AT bogdangliwa hybridneurofuzzyclassifierbasedonnefclassmodel AT aleksanderbyrski hybridneurofuzzyclassifierbasedonnefclassmodel |