Comparing performances of Markov Blanket and Tree Augmented Naïve-Bayes on the IRIS dataset
This research investigates the performances of the Markov Blanket (MB) and Tree Augmented Naïve-Bayes Network (TAN) of the Bayesian Network structure of the IRIS dataset. For evaluation purposes, the performances of the TAN, and MB classifiers were measured using statistical indices. Experiment...
| Main Authors: | , , , |
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| Format: | Proceeding Paper |
| Language: | English |
| Published: |
2014
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| Subjects: | |
| Online Access: | http://irep.iium.edu.my/37098/ http://irep.iium.edu.my/37098/1/IMECS2014_pp328-331.pdf |
| _version_ | 1848781350840041472 |
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| author | Haruna, Chiroma Gital, Abdulsam Ya'u Abubakar, Adamu Zeki, Akram M. |
| author_facet | Haruna, Chiroma Gital, Abdulsam Ya'u Abubakar, Adamu Zeki, Akram M. |
| author_sort | Haruna, Chiroma |
| building | IIUM Repository |
| collection | Online Access |
| description | This research investigates the performances of the Markov Blanket (MB) and Tree Augmented Naïve-Bayes Network (TAN) of the Bayesian Network structure of the IRIS dataset. For evaluation purposes, the performances of the TAN, and MB classifiers were measured using statistical indices. Experimental results strongly suggested that the TAN is better than MB on training dataset and vise vasa in the test
dataset. In the other hand, time computational complexity of
both the classifiers was found to be equal. The result obtained in this research is of significance to researchers intending to use Bayesian Network to create a classifier for enhancing the performance of biometrics systems |
| first_indexed | 2025-11-14T15:48:10Z |
| format | Proceeding Paper |
| id | iium-37098 |
| institution | International Islamic University Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-14T15:48:10Z |
| publishDate | 2014 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | iium-370982018-06-20T01:45:34Z http://irep.iium.edu.my/37098/ Comparing performances of Markov Blanket and Tree Augmented Naïve-Bayes on the IRIS dataset Haruna, Chiroma Gital, Abdulsam Ya'u Abubakar, Adamu Zeki, Akram M. Q Science (General) This research investigates the performances of the Markov Blanket (MB) and Tree Augmented Naïve-Bayes Network (TAN) of the Bayesian Network structure of the IRIS dataset. For evaluation purposes, the performances of the TAN, and MB classifiers were measured using statistical indices. Experimental results strongly suggested that the TAN is better than MB on training dataset and vise vasa in the test dataset. In the other hand, time computational complexity of both the classifiers was found to be equal. The result obtained in this research is of significance to researchers intending to use Bayesian Network to create a classifier for enhancing the performance of biometrics systems 2014-03-12 Proceeding Paper PeerReviewed application/pdf en http://irep.iium.edu.my/37098/1/IMECS2014_pp328-331.pdf Haruna, Chiroma and Gital, Abdulsam Ya'u and Abubakar, Adamu and Zeki, Akram M. (2014) Comparing performances of Markov Blanket and Tree Augmented Naïve-Bayes on the IRIS dataset. In: International MultiConference of Engineers and Computer Scientists 2014 (IMECS 2014), 12th- 14th Mar. 2014, Hong Kong. http://www.iaeng.org/publication/IMECS2014/IMECS2014_pp328-331.pdf |
| spellingShingle | Q Science (General) Haruna, Chiroma Gital, Abdulsam Ya'u Abubakar, Adamu Zeki, Akram M. Comparing performances of Markov Blanket and Tree Augmented Naïve-Bayes on the IRIS dataset |
| title | Comparing performances of Markov Blanket and Tree Augmented Naïve-Bayes on the IRIS dataset |
| title_full | Comparing performances of Markov Blanket and Tree Augmented Naïve-Bayes on the IRIS dataset |
| title_fullStr | Comparing performances of Markov Blanket and Tree Augmented Naïve-Bayes on the IRIS dataset |
| title_full_unstemmed | Comparing performances of Markov Blanket and Tree Augmented Naïve-Bayes on the IRIS dataset |
| title_short | Comparing performances of Markov Blanket and Tree Augmented Naïve-Bayes on the IRIS dataset |
| title_sort | comparing performances of markov blanket and tree augmented naïve-bayes on the iris dataset |
| topic | Q Science (General) |
| url | http://irep.iium.edu.my/37098/ http://irep.iium.edu.my/37098/ http://irep.iium.edu.my/37098/1/IMECS2014_pp328-331.pdf |