Vol.:(0123456789)
Wireless Personal Communications
https://doi.org/10.1007/s11277-020-07195-4
1 3
Determining Significant Risk Factors for Preventing Elderly
People with Hypertension from Cardiovascular Disease
Complication Using Maximum Objective Distance
Supansa Chaising
1
· Punnarumol Temdee
1
© Springer Science+Business Media, LLC, part of Springer Nature 2020
Abstract
With the increasing aging population worldwide, cardiovascular disease (CVD) has
become the leading cause of disability and death. Hypertension is one of the most critical
factors causing CVD complication. Determining risk factors of hypertension is extremely
important for preventing elderly people with hypertension from CVD complication.
Accordingly, this study proposes a new measurement so-called objective distance that is
influenced by the significant risk factors of hypertension development. The assumption is
made that the maximum objective distance is derived from significant risk factors. This
study employs the secondary data of 121 elderly people aged 65 and over, derived from
hospitals in Chiang Rai, Thailand. The gathered data contains all potential risk factors of
hypertension development, including total cholesterol (TC), low-density lipoprotein cho-
lesterol (LDL-C), high-density lipoprotein cholesterol (HDL-C), physical activity, smok-
ing, medication adherence, and body mass index. The decision tree is employed in this
study for determining the significant risk factors in order to verify the proposed assump-
tion. The results show that the obtained significant risk factors are TC, LDL-C, HDL-C,
physical activity, and smoking. Importantly, the combination of obtained significant risk
factors provides the maximum objective distance regarding the proposed assumption.
Keywords Cardiovascular disease (CVD) · Hypertension · Significant risk factors · Elderly
people · Objective distance · Decision tree
1 Introduction
The global population aged 60 or above, known as elderly people, is increasing rapidly
nowadays because people are living longer than those in the past. The number of elderly
people was 382 million in 1980. It was an estimated 524 million people, accounted for 8%
* Punnarumol Temdee
punnarumol@mfu.ac.th
Supansa Chaising
supansa.cha10@lamduan.mfu.ac.th
1
Computer and Communication Engineering for Capacity Building Research Unit, School
of Information Technology, Mae Fah Luang University, Chiang Rai, Thailand