The Impact of socio health factors towards life expectancy across countries using machine learning / Mohamad Hafizuddin Roslan ... [et al.]

Roslan, Mohamad Hafizuddin and AbRasid, Siti Nur Kamariah and Al-Tavip, Alfi Tristan and Abdullah, Nurzulaikha and Ridzuan, Fakhitah (2024) The Impact of socio health factors towards life expectancy across countries using machine learning / Mohamad Hafizuddin Roslan ... [et al.]. Journal of Mathematics and Computing Science (JMCS), 10 (2): 7. pp. 52-63. ISSN 0128-0767

Abstract

Life expectancy is a critical indicator of societal well-being and quality of life. Discovering and discussing the numerous factors that contribute to variations in life expectancy is crucial. Understanding these factors is important for shaping policies and interventions aimed at improving population health. With the advancement of the technology, prediction using machine learning is one of the alternatives in discovering the predictive factors that impact life expectancy. Therefore, the objective of this study is to identify and analyse the socio-health factors influencing life expectancy across countries using machine learning techniques. The study found that age group, immunisation status, and the presence of diseases such as HIV/AIDS were significant predictors of life expectancy. These insights are important for policymakers’ public health strategies and resource allocation.

Metadata

Item Type: Article
Creators:
Creators
Email / ID Num.
Roslan, Mohamad Hafizuddin
s21a0025@siswa.umk.edu.my
AbRasid, Siti Nur Kamariah
s21a0055@siswa.umk.edu.my
Al-Tavip, Alfi Tristan
s23m0260@siswa.umk.edu.my
Abdullah, Nurzulaikha
nurzulaikha.mal@umk.edu.my
Ridzuan, Fakhitah
fakhitah.r@umk.edu.my
Subjects: Q Science > QA Mathematics > Analysis
Q Science > QA Mathematics > Wavelets (Mathematics)
R Medicine > RA Public aspects of medicine > Communicable diseases and public health
R Medicine > RA Public aspects of medicine > AIDS. HIV infections
R Medicine > RA Public aspects of medicine > Health behavior and habits
Divisions: Universiti Teknologi MARA, Kelantan > Machang Campus > Faculty of Computer and Mathematical Sciences
Journal or Publication Title: Journal of Mathematics and Computing Science (JMCS)
UiTM Journal Collections: Listed > Journal of Mathematics and Computing Science (JMCS)
ISSN: 0128-0767
Volume: 10
Number: 2
Page Range: pp. 52-63
Related URLs:
Keywords: Contributing factor, Health, Life expectancy, Random forest, Regression
Date: 31 December 2024
URI: https://ir.uitm.edu.my/id/eprint/113319
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