Comparison of Naïve bayes classifier with back propagation neural network classifier based on f - folds feature extraction algorithm for ball bearing fault diagnostic system
This paper is intended to compare the Naïve bayes classifier for ball bearing fault diagnostic system with the back propagation neural network based on the f-folds feature extraction algorithm. The f-folds feature extraction algorithm has been used with different number of folders and clusters. The...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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Academic Journals
2011
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| Online Access: | http://psasir.upm.edu.my/id/eprint/22521/ http://psasir.upm.edu.my/id/eprint/22521/1/Comparison%20of%20Na%C3%AFve%20bayes%20classifier%20with%20back%20propagation%20neural%20network%20classifier%20based%20on%20f%20-%20folds%20feature%20extraction%20algorithm%20for%20ball%20bearing%20fault%20diagnostic%20system.pdf |
| _version_ | 1848844507087372288 |
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| author | Osman Mohamed Addin, Addin Salit, Mohd Sapuan Othman, Mohamed Ahmed Ali, Basheer Ahmed |
| author_facet | Osman Mohamed Addin, Addin Salit, Mohd Sapuan Othman, Mohamed Ahmed Ali, Basheer Ahmed |
| author_sort | Osman Mohamed Addin, Addin |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | This paper is intended to compare the Naïve bayes classifier for ball bearing fault diagnostic system with the back propagation neural network based on the f-folds feature extraction algorithm. The f-folds feature extraction algorithm has been used with different number of folders and clusters. The two classifiers have shown similar classification accuracies. The Naive bayes classifier has not shown any case of false negative or false positive classification. However, the back propagation neural network classifier has shown many cases of false positive and false negative classifications. |
| first_indexed | 2025-11-15T08:32:01Z |
| format | Article |
| id | upm-22521 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T08:32:01Z |
| publishDate | 2011 |
| publisher | Academic Journals |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-225212015-10-19T08:58:53Z http://psasir.upm.edu.my/id/eprint/22521/ Comparison of Naïve bayes classifier with back propagation neural network classifier based on f - folds feature extraction algorithm for ball bearing fault diagnostic system Osman Mohamed Addin, Addin Salit, Mohd Sapuan Othman, Mohamed Ahmed Ali, Basheer Ahmed This paper is intended to compare the Naïve bayes classifier for ball bearing fault diagnostic system with the back propagation neural network based on the f-folds feature extraction algorithm. The f-folds feature extraction algorithm has been used with different number of folders and clusters. The two classifiers have shown similar classification accuracies. The Naive bayes classifier has not shown any case of false negative or false positive classification. However, the back propagation neural network classifier has shown many cases of false positive and false negative classifications. Academic Journals 2011-07 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/22521/1/Comparison%20of%20Na%C3%AFve%20bayes%20classifier%20with%20back%20propagation%20neural%20network%20classifier%20based%20on%20f%20-%20folds%20feature%20extraction%20algorithm%20for%20ball%20bearing%20fault%20diagnostic%20system.pdf Osman Mohamed Addin, Addin and Salit, Mohd Sapuan and Othman, Mohamed and Ahmed Ali, Basheer Ahmed (2011) Comparison of Naïve bayes classifier with back propagation neural network classifier based on f - folds feature extraction algorithm for ball bearing fault diagnostic system. International Journal of Physical Sciences, 6 (13). pp. 3181-3188. ISSN 1992-1950 http://academicjournals.org/journal/IJPS/article-abstract/B1A1D7521872 |
| spellingShingle | Osman Mohamed Addin, Addin Salit, Mohd Sapuan Othman, Mohamed Ahmed Ali, Basheer Ahmed Comparison of Naïve bayes classifier with back propagation neural network classifier based on f - folds feature extraction algorithm for ball bearing fault diagnostic system |
| title | Comparison of Naïve bayes classifier with back propagation neural network classifier based on f - folds feature extraction algorithm for ball bearing fault diagnostic system |
| title_full | Comparison of Naïve bayes classifier with back propagation neural network classifier based on f - folds feature extraction algorithm for ball bearing fault diagnostic system |
| title_fullStr | Comparison of Naïve bayes classifier with back propagation neural network classifier based on f - folds feature extraction algorithm for ball bearing fault diagnostic system |
| title_full_unstemmed | Comparison of Naïve bayes classifier with back propagation neural network classifier based on f - folds feature extraction algorithm for ball bearing fault diagnostic system |
| title_short | Comparison of Naïve bayes classifier with back propagation neural network classifier based on f - folds feature extraction algorithm for ball bearing fault diagnostic system |
| title_sort | comparison of naïve bayes classifier with back propagation neural network classifier based on f - folds feature extraction algorithm for ball bearing fault diagnostic system |
| url | http://psasir.upm.edu.my/id/eprint/22521/ http://psasir.upm.edu.my/id/eprint/22521/ http://psasir.upm.edu.my/id/eprint/22521/1/Comparison%20of%20Na%C3%AFve%20bayes%20classifier%20with%20back%20propagation%20neural%20network%20classifier%20based%20on%20f%20-%20folds%20feature%20extraction%20algorithm%20for%20ball%20bearing%20fault%20diagnostic%20system.pdf |