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...

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Main Authors:	Haruna, Chiroma, Gital, Abdulsam Ya'u, Abubakar, Adamu, Zeki, Akram M.
Format:	Conference or Workshop Item
Language:	English
Published:	2014
Subjects:	Q Science (General)
Online Access:	http://irep.iium.edu.my/37098/ http://irep.iium.edu.my/37098/ http://irep.iium.edu.my/37098/1/IMECS2014_pp328-331.pdf

id	iium-37098
recordtype	eprints
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 Conference or Workshop Item 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
repository_type	Digital Repository
institution_category	Local University
institution	International Islamic University Malaysia
building	IIUM Repository
collection	Online Access
language	English
topic	Q Science (General)
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
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
format	Conference or Workshop Item
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
title	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_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_sort	comparing performances of markov blanket and tree augmented naïve-bayes on the iris dataset
publishDate	2014
url	http://irep.iium.edu.my/37098/ http://irep.iium.edu.my/37098/ http://irep.iium.edu.my/37098/1/IMECS2014_pp328-331.pdf
first_indexed	2023-09-18T20:53:12Z
last_indexed	2023-09-18T20:53:12Z
_version_	1777410131765493760

Comparing performances of Markov Blanket and Tree Augmented Naïve-Bayes on the IRIS dataset

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