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

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.

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Abstract

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

Item Type:	Conference or Workshop Item (UNSPECIFIED)
Additional Information:	6153/37098 (ISBN: 978-988-19252-5-1, ISSN: 2078-0958 (P), 2078-0966 (O), Proceedings of the International MultiConference of Engineers and Computer Scientists 2014 Vol I
Uncontrolled Keywords:	Bayesian Network, Markov Blanket, Tree Augmented Naïve-Bayesian Network, IRIS dataset
Subjects:	Q Science > Q Science (General)
Kulliyyahs/Centres/Divisions/Institutes (Can select more than one option. Press CONTROL button):	Kulliyyah of Information and Communication Technology > Department of Information System Kulliyyah of Information and Communication Technology > Department of Information System
Depositing User:	Dr Adamu Abubakar
Date Deposited:	30 Jun 2014 09:36
Last Modified:	20 Jun 2018 09:45
URI:	http://irep.iium.edu.my/id/eprint/37098

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