Article Per Year (5 Year)
p-Index From 2020 - 2025
3.283
P-Index
This Author published in this journals
All Journal PROSIDING SEMINAR NASIONAL JURNAL SISTEM INFORMASI BISNIS Jurnal Simetris POSITIF JTET (Jurnal Teknik Elektro Terapan) Jurnal Informatika Upgris Al-Jabar : Jurnal Pendidikan Matematika Jurnal Teknologi dan Sistem Komputer Jurnal Dinamika Ekonomi dan Bisnis JOURNAL OF APPLIED INFORMATICS AND COMPUTING Jurnal DISPROTEK ANARGYA: Jurnal Ilmiah Pendidikan Matematika INFOMATEK: Jurnal Informatika, Manajemen dan Teknologi Informatika Amalee: Indonesian Journal of Community Research & Engagement TIN: TERAPAN INFORMATIKA NUSANTARA SKANIKA: Sistem Komputer dan Teknik Informatika Bulletin of Information Technology (BIT) International Journal Software Engineering and Computer Science (IJSECS) Jurnal Minfo Polgan (JMP) Jurnal Informatika Teknologi dan Sains (Jinteks) Formosa Journal of Applied Sciences (FJAS) Nusantara Journal of Computers and its Applications
R Hadapiningradja Kusumodestoni
Universitas Islam Nahdlatul Ulama Jepara
Aerospace Engineering Arts Humanities Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Neuroscience Nursing Physics Public Health Social Sciences Veterinary Other

Published : 38 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : JOURNAL OF APPLIED INFORMATICS AND COMPUTING

 1 
Mental Health Classification Using Naïve Bayes and Random Forest Algorithms Faisti, Muhammad Jazum; Kusumodestoni, R. Hadapiningradja; Wibowo, Gentur Wahyu Nyipto
Journal of Applied Informatics and Computing Vol. 9 No. 4 (2025): August 2025
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v9i4.10144

Abstract

Mental health is a crucial issue affecting individual and societal well-being. This study aims to investigate and compare the performance of Machine Learning algorithms, namely Naïve Bayes and Random Forest, for text-based mental health classification. The dataset used is the Mental Health Corpus from Kaggle, consisting of 27,977 English text messages from online forums, with binary labels (0: no indication of mental disorder, 1: indication of mental disorder) pre-annotated by the dataset creators. Text preprocessing involved lowercasing, negation handling, stopword removal, slang normalization, tokenization, and stemming. Data transformation was performed using TF-IDF. Model evaluation utilized accuracy, precision, recall, and F1-score metrics, along with 5-Fold Cross Validation. Evaluation results indicate high performance for both algorithms. Naïve Bayes achieved 88.7 % accuracy, 84.2 % precision, 95.2 % recall, and 89.3 % F1-score on the test data. Random Forest demonstrated more balanced performance with 89.3 % accuracy, 88.1 % precision, 90.5 % recall, and 89.3 % F1-score. The 5-Fold Cross Validation for Naïve Bayes yielded average scores of 88.8 % accuracy, 84.4 % precision, 94.9 % recall, and 89.3 % F1-score. In contrast, Random Forest showed averages of 89.2 % accuracy, 88.8 % precision, 89.5 % recall, and 89.3 % F1-score. While Naïve Bayes had higher recall, Random Forest exhibited the best overall performance, considering the combination of accuracy, precision, and stable generalization, making it more effective for mental health text classification.
Co-Authors A.A. Ketut Agung Cahyawan W Adi Sucipto Adi Sucipto, Adi Agus Subhan Akbar Agus Subhan Akbar, Agus Subhan Ahmat Wakit Akhmad Khanif Zyen Akhmad Khanif Zyen Akhmad Khanif Zyen Akhmad Khanif Zyen, Akhmad Khanif Al Arif, Amirul Buang Budi Wahono Buang Budi Wahono Charles Firmansyah Darmanto Darmanto Desti Setiyowati Diah Ayu Chumaisaroh Dian Wahyuni, Sonya Faisti, Muhammad Jazum Gun Sudiryanto Husen, Muhamad Ismiati, Sela Nur Lusi Meriyanti M. Novailul Abid M. Sagaf Manzis, Akhmad Hossam Mulyo, Harminto Musyarraf, Fajrul Fahry Nanda, Meindita Andriano Noor Endah Wulansari Nor Laila, Azzah Nur Aeni Widiastuti Nur Aeni Widiastuti Prasetyo, Muhammad A'an Revalita Candraloka, Olyvia Sarwido Sarwido Sarwido Sarwido, Sarwido Sa’adah, Puji Sela Nur Ismiati Setiawan, Fendi Sisno Riyoko Solikhul Hidayat Suyatno Suyatno Suyatno Suyatno Syifauddin, Muhammad Rizal TEDDY SETIADY Teguh Tamrin Ulfa, Mariana Wibowo, Gentur Wahyu Nyipto Zainul Arifin MA