JSI: Jurnal Sistem Informasi (E-Journal)
Vol 17 No 2 (2025): JSI: Jurnal Sistem Informasi (E-Journal)

Analisis Gaya Hidup Mahasiswa dalam Memprediksi Tingkat Stres Menggunakan Algoritma Decision Tree dan Random Forest

Thoha, Muchammad (Unknown)
Muhammad Ary Sanjaya Putra (Unknown)
Ary Kania Sya'diah (Unknown)
Aulia Nurhaliza (Unknown)
Diana Laily Fithri (Unknown)

Article Info

Publish Date
30 Jan 2026

Abstract

HIgh Stress levels in students are an important issue that can affect their mental health and academic performance. This study aims to analyze the influence of students' lifestyles on stress levels using Machine Learning approaches, specifically Decision Tree and Random Forest algorithms. Data was collected through surveys on sleep habits, diet, physical activity, and social media usage. The analysis results show that lifestyle has a significant correlation with stress levels, and the Random Forest model provides higher prediction accuracy than Decision Tree. The findings are expected to provide a basis for preventive decision-making to manage stress among students.

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Journal Info
JSI: Jurnal Sistem Informasi (E-Journal)
Website

Abbrev

jsi

Publisher

Universitas Sriwijaya

Subject

Computer Science & IT Decision Sciences, Operations Research & Management Library & Information Science Other

Description

Journal Of Information Systems or abbriviated as JIS is a jorunal that published by Major Of Information Systems Faculty of Computer Science Sriwijaya University. JSI start published in April 2009, which is VOL 1 NO 1 2009. JSI published a journal twice in year , that is on April and October. The ...