Using decision tree and response surface methodology to review chronic periodontitis profile in Pakistan: A preliminary case study

Chronic periodontitis is among the most prevalent oral diseases in the world. Apart from its destructive outcomes in the oral cavity, there is a strong evidence of the potential association between chronic periodontitis and systemic diseases such as cardiovascular disease, diabetes, and preterm low...

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Main Authors:	Wan Ahmad, Wan Muhamad Amir, Um Min Allah, Nasar, Mohd Ibrahim, Mohamad Shafiq, Mamat, Mustafa, Aleng, Nor Azlida, Husein, Adam, Awang Nawi, Mohamad Arif, Yaqoob, Muhammad Azeem
Format:	Article
Language:	English
Published:	Science Publishing Corporation 2018
Subjects:	QA276 Mathematical Statistics
Online Access:	http://irep.iium.edu.my/72151/ http://irep.iium.edu.my/72151/ http://irep.iium.edu.my/72151/7/72151%20Using%20Decision%20Tree%20and%20Response%20Surface%20Methodology.pdf

id	iium-72151
recordtype	eprints
spelling	iium-721512019-05-15T00:42:12Z http://irep.iium.edu.my/72151/ Using decision tree and response surface methodology to review chronic periodontitis profile in Pakistan: A preliminary case study Wan Ahmad, Wan Muhamad Amir Um Min Allah, Nasar Mohd Ibrahim, Mohamad Shafiq Mamat, Mustafa Aleng, Nor Azlida Husein, Adam Awang Nawi, Mohamad Arif Yaqoob, Muhammad Azeem QA276 Mathematical Statistics Chronic periodontitis is among the most prevalent oral diseases in the world. Apart from its destructive outcomes in the oral cavity, there is a strong evidence of the potential association between chronic periodontitis and systemic diseases such as cardiovascular disease, diabetes, and preterm low birth weight. In this paper, the potential contributing factors which lead to chronic periodontist will be determined among the patients attending Islamabad Dental Hospital by response surface methodology (RSM) and decision tree (DT) analysis. The results of this study show that the prevalence of severe chronic periodontitis is high in patients who have not brushed their teeth (23.5%) and for the case without the severity of chronic periodontitis (61.1%). Whereas, from the RSM analysis, it is shown that there is an association between chronic periodontitis, diabetic status, and frequency of smoking. However, using DT analysis, age and frequency of brushing were the best predictors of severe chronic periodontitis. This present study concludes that by using RSM and DT analysis can predict a better forecasting result in future for the decision making among the decision maker Science Publishing Corporation 2018 Article PeerReviewed application/pdf en http://irep.iium.edu.my/72151/7/72151%20Using%20Decision%20Tree%20and%20Response%20Surface%20Methodology.pdf Wan Ahmad, Wan Muhamad Amir and Um Min Allah, Nasar and Mohd Ibrahim, Mohamad Shafiq and Mamat, Mustafa and Aleng, Nor Azlida and Husein, Adam and Awang Nawi, Mohamad Arif and Yaqoob, Muhammad Azeem (2018) Using decision tree and response surface methodology to review chronic periodontitis profile in Pakistan: A preliminary case study. International Journal of Engineering and Technology, 7 (3.28 Special Issue 28). pp. 76-79. ISSN 2227-524X https://www.sciencepubco.com/index.php/ijet/article/view/20971/9864
repository_type	Digital Repository
institution_category	Local University
institution	International Islamic University Malaysia
building	IIUM Repository
collection	Online Access
language	English
topic	QA276 Mathematical Statistics
spellingShingle	QA276 Mathematical Statistics Wan Ahmad, Wan Muhamad Amir Um Min Allah, Nasar Mohd Ibrahim, Mohamad Shafiq Mamat, Mustafa Aleng, Nor Azlida Husein, Adam Awang Nawi, Mohamad Arif Yaqoob, Muhammad Azeem Using decision tree and response surface methodology to review chronic periodontitis profile in Pakistan: A preliminary case study
description	Chronic periodontitis is among the most prevalent oral diseases in the world. Apart from its destructive outcomes in the oral cavity, there is a strong evidence of the potential association between chronic periodontitis and systemic diseases such as cardiovascular disease, diabetes, and preterm low birth weight. In this paper, the potential contributing factors which lead to chronic periodontist will be determined among the patients attending Islamabad Dental Hospital by response surface methodology (RSM) and decision tree (DT) analysis. The results of this study show that the prevalence of severe chronic periodontitis is high in patients who have not brushed their teeth (23.5%) and for the case without the severity of chronic periodontitis (61.1%). Whereas, from the RSM analysis, it is shown that there is an association between chronic periodontitis, diabetic status, and frequency of smoking. However, using DT analysis, age and frequency of brushing were the best predictors of severe chronic periodontitis. This present study concludes that by using RSM and DT analysis can predict a better forecasting result in future for the decision making among the decision maker
format	Article
author	Wan Ahmad, Wan Muhamad Amir Um Min Allah, Nasar Mohd Ibrahim, Mohamad Shafiq Mamat, Mustafa Aleng, Nor Azlida Husein, Adam Awang Nawi, Mohamad Arif Yaqoob, Muhammad Azeem
author_facet	Wan Ahmad, Wan Muhamad Amir Um Min Allah, Nasar Mohd Ibrahim, Mohamad Shafiq Mamat, Mustafa Aleng, Nor Azlida Husein, Adam Awang Nawi, Mohamad Arif Yaqoob, Muhammad Azeem
author_sort	Wan Ahmad, Wan Muhamad Amir
title	Using decision tree and response surface methodology to review chronic periodontitis profile in Pakistan: A preliminary case study
title_short	Using decision tree and response surface methodology to review chronic periodontitis profile in Pakistan: A preliminary case study
title_full	Using decision tree and response surface methodology to review chronic periodontitis profile in Pakistan: A preliminary case study
title_fullStr	Using decision tree and response surface methodology to review chronic periodontitis profile in Pakistan: A preliminary case study
title_full_unstemmed	Using decision tree and response surface methodology to review chronic periodontitis profile in Pakistan: A preliminary case study
title_sort	using decision tree and response surface methodology to review chronic periodontitis profile in pakistan: a preliminary case study
publisher	Science Publishing Corporation
publishDate	2018
url	http://irep.iium.edu.my/72151/ http://irep.iium.edu.my/72151/ http://irep.iium.edu.my/72151/7/72151%20Using%20Decision%20Tree%20and%20Response%20Surface%20Methodology.pdf
first_indexed	2023-09-18T21:42:16Z
last_indexed	2023-09-18T21:42:16Z
_version_	1777413219228319744

Using decision tree and response surface methodology to review chronic periodontitis profile in Pakistan: A preliminary case study

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