Article Per Year (5 Year)
p-Index From 2021 - 2026
8.829
P-Index
This Author published in this journals
All Journal JURNAL ELEKTRONIK FAKULTAS SASTRA UNIVERSITAS SAM RATULANGI E-Journal Home Economic and Tourism Pedagogi: Jurnal Ilmu Pendidikan Journal of Governance and Public Policy QALAMUNA: Jurnal Pendidikan, Sosial, dan Agama Jurnal Bidang Pendidikan Dasar Jurnal SOLMA Visipena JOURNAL OF APPLIED INFORMATICS AND COMPUTING Jurnal PAJAR (Pendidikan dan Pengajaran) Cetta: Jurnal Ilmu Pendidikan IRJE (Indonesian Research Journal in Education) Al-Madrasah: Jurnal Ilmiah Pendidikan Madrasah Ibtidaiyah Journal of Maternal and Child Health Martabe : Jurnal Pengabdian Kepada Masyarakat JURNAL PENDIDIKAN TAMBUSAI Ensiklopedia of Journal Jurnal Eduscience (JES) Jurnal Pendidikan Madrasah Jurnal Pendidikan Dasar Perkhasa G-Couns: Jurnal Bimbingan dan Konseling Journal of Pharmaceutical and Health Research Uti Possidetis: Journal of International Law Jurnal Ilmiah Teunuleh: The International Journal of Social Sciences Indo-MathEdu Intellectuals Journal Journal of Education Research Jurnal Kajian Ilmu Pendidikan (JKIP) GALENICAL : Jurnal Kedokteran dan Kesehatan Mahasiswa Malikussaleh jurnal administrasi politik dan sosial JP (Jurnal Pendidikan) : Teori dan Praktik Journal of Innovation and Research in Primary Education Journal of Learning Improvement and Lesson Study Innovative: Journal Of Social Science Research Jurnal Pengabdian Masyarakat Bangsa Journal Of Artificial Intelligence And Software Engineering Causa: Jurnal Hukum dan Kewarganegaraan SENSEI INTERNATIONAL JOURNAL OF EDUCATION AND LINGUISTICS (SIJEL) Jurnal Kesehatan Pertiwi Jurnal Ar Ro'is Mandalika (Armada) Poltekita: Jurnal Ilmu Kesehatan Jurnal Pendidikan Progresif Jurnal Papeda: Jurnal Publikasi Pendidikan Dasar ETERNAL: English Teaching Journal
Mardhatillah, Mardhatillah
Unknown Affiliation
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Dentistry Economics, Econometrics & Finance Education Energy Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mathematics Medicine & Pharmacology Nursing Physics Public Health Social Sciences Veterinary Other

Published : 71 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : journal of applied informatics and computing

 1 
Comparative Analysis of the C5.0 Algorithm and Other Machine Learning Models for Early Detection of Multi-Class Heart Disease Mardhatillah, Mardhatillah; Aidilof, Hafizh Al-Kautsar; Aidilof, Asrianda
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.v9i4.9753

Abstract

Cardiovascular diseases represent the leading cause of mortality worldwide, making accurate and early detection a critical factor for effective medical intervention and improved patient prognosis. While machine learning (ML) offers promising tools for predictive diagnostics, many existing studies rely on single-algorithm approaches or less-than-robust validation methods, thereby limiting the generalizability and real-world applicability of their findings.This study aims to conduct a rigorous, head-to-head comparative evaluation of multiple machine learning algorithms for the multi-class classification of heart disease, with the goal of identifying the most effective and reliable model for this complex clinical task.We utilized a private dataset comprising 300 patient medical records, each described by 11 clinically relevant features. To ensure a robust and unbiased evaluation, a stratified 5-fold cross-validation methodology was employed. Five widely-used classification algorithms were evaluated: Naïve Bayes (NB), Logistic Regression (LR), Random Forest (RF), a C5.0-analog Decision Tree (DT), and Support Vector Machine (SVM). Model performance was assessed using standard metrics, including accuracy, precision, recall, and F1-score.The comparative analysis revealed that the Naïve Bayes algorithm delivered superior performance, achieving the highest mean accuracy of 43.33% (±4.22%). It also led in other key metrics with a mean precision of 43.40%, recall of 43.64%, and an F1-score of 41.26%. Other algorithms, such as Logistic Regression (40.67% accuracy) and Random Forest (39.33% accuracy), demonstrated competitive performance but were ultimately surpassed by the Naïve Bayes model in this specific multi-class classification context.This research underscores the critical importance of employing robust validation techniques and comprehensive comparative analyses to identify optimal models for clinical applications. The Naïve Bayes algorithm emerges as a strong candidate for developing a reliable clinical decision support system for the early differentiation of various heart conditions, providing a foundation for future data-driven diagnostic tools.
Co-Authors Abd. Rasyid Syamsuri Ade Eka Anggraini Adi Atmoko Adi, Nelfia Adival, M.Trio Adri, Khaeriyah Adri, Khaeriyyah AGUS AGUS Ahmad Heki Sujiatmoko Aidilof, Hafizh Al-Kautsar Akmaluddin Akmaluddin Ali Muhtadi Andayani, Nita Dwi Anisa, Sarah Anisah Aprian Subhananto Arifin , Slamet Asmar Yulastri Asmawati Asmawati Asrianda Asrianda Aynin Mashfufah, Aynin Mashfufah Ayu, Al Fajri Kamal baidar baidar Budi, Setia Budiansyah, Bimo Nugroho Bustami Bustami Cut Marlini Damri Damri Desi Hermawati, Desi Dewi, Santi Kurnia Didik Sukriono Divina P, Amina Dwi Erma Kusumawati Endang Sri Handayani Eva Novita Faizah, Siti Febrianti, Devy Firmasari, Desi Fitriah, Ulfa Laelatul Fitriani Fitriani Fitriyah, Arikah Nur Fitriyah, Siti Ni’matul Gamaliel Ekklesius Purba Gayut Fatwa, Gayut Hano, Alvin Javier Hasanah, Annisa Hastina, Hastina Helminsyah Helminsyah Huriana, Dian Imam Rofiki Inayah Inayah Intan Sari Rufiana Isfaniari, Isfaniari Islami, Kaisra Alfikri Iswandi Iswandi Izzati, Aulia Al Tsani Jumarni Jumarni Jumiati Jumiati K., Shirly Rizky Kamal, Kamal Khurliyah, Fira khusnul khotimah Lestari, Ayuni Lety Febriana Magfirah, Elsya Mahrini, Mahrini Maryanti, Rina Dwi Masliana, Ade Mudsiani, Mudsiani Muhibuddin Fadhli Mujriyanti, Ana Mukti Qamal Mulia Putra Murdani Murdani, Murdani Musdiani Musdiani Musnar Indra Daulay Mustakim, Sita Salina Nasriah Nurdiansyah, Alvin Nurhastuti, Nurhastuti Oktaviani Adhi Suciptaningsih Oktavianto, Deo Arief Persada, Yuris Indria Punaji Setyosari Putra, Handyka Pribowo Putri Lagenda Wulandari Radeni Sukma Indra Dewi Rahma Fitri Rahmattullah, Rahmattullah Ramlan, H. Ramlan, Pratiwi Revan, Muhammad Alva Riska Pristiani Rizal, Muhammad Syahrul Rizki Suwanda Rofiqi, Ainur S. Sugiharto Safrina Safrina, Safrina Safwandi Safwandi, Safwandi Saiful Arif Saldri, Khaila Syahira Sapri Sapri Sariakin Sariakin Sasmiar, Sasmiar Shirly Rizki Kusumaningrum Siregar, Marlina Siti Mas’ula Siti Mayang Sari Siti Mufidah Sri Rahayuningsih Sufyarma Marsidin Suhermi, Suhermi Sulaiman, Zulkarnain Sumianto Sumianto Sunandar Said Syaddry, Alfi Yanna Syarfuni Syarfuni Syari Yuliana, Syari Syubli, Syubli Toto Nusantara Utami Widiati Vivi Nila Sari Wicaksono, Adyatma Nugrahsanto Yenni Fitra Surya Yosa Yulia Nasri Yusni Yusni Yusra Fajriyah Yusuf Hanafi Zaki Al Fuad