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All Journal JURNAL SISTEM INFORMASI BISNIS MATICS : Jurnal Ilmu Komputer dan Teknologi Informasi (Journal of Computer Science and Information Technology) Register: Jurnal Ilmiah Teknologi Sistem Informasi JPM (Jurnal Pemberdayaan Masyarakat) Applied Information System and Management Martabe : Jurnal Pengabdian Kepada Masyarakat JURNAL PENDIDIKAN TAMBUSAI JBT (JURNAL BISNIS dan TEKNOLOGI) Generation Journal JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) Jurasik (Jurnal Riset Sistem Informasi dan Teknik Informatika) ABIDUMASY : Jurnal Pengabdian kepada Masyarakat Journal Software, Hardware and Information Technology Jurnal Abdimas Kartika Wijayakusuma Academic Journal of Computer Science Research (AJCSR) Jurnal Informatika Teknologi dan Sains (Jinteks) Jurnal Ilmiah Edutic : Pendidikan dan Informatika Dinamis: Jurnal Pengabdian Kepada Masyarakat Inovate : Jurnal Ilmiah Inovasi Teknologi Informasi
Mujianto, Ahmad Heru
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Decision Support System for Identifying Student Learning Styles in Elementary School using Naïve Bayes Algorithm khakim, ikhsanul; Mujianto, Ahmad Heru; Vitadiar, Tanhella Zein; Mashuri, Chamdan
MATICS: Jurnal Ilmu Komputer dan Teknologi Informasi (Journal of Computer Science and Information Technology) Vol 18, No 1 (2026): MATICS
Publisher : Department of Informatics Engineering

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.18860/mat.v18i1.39725

Abstract

Identifying student learning styles is essential for teachers to design effective and adaptive teaching strategies. At SDN Rejoagung 3, this process is currently conducted manually through observation and interviews, which are prone to subjective bias. This research develops a web-based decision support system to classify student learning styles—Visual, Auditory, and Kinesthetic—using the Naïve Bayes algorithm. The system was built using data collected via questionnaires from students in grades 1 to 6. Testing was conducted using a confusion matrix to evaluate the model's performance. The results show that the Naïve Bayes algorithm successfully classified learning styles with an accuracy of 94.12%. This system provides a more objective and systematic tool for teachers to identify students' preferences, enabling more personalized instructional delivery in an elementary school context
Co-Authors Abda Abda Abdur Rohman Achmad Zakariya, Edo Adinda Yuli Setiani Aisha, Dita Aldi Kurniawan Aldi Sawung Sajiyanto Ali , Mahrus Amrulli, Danang Rifqi Anditha Putri Fasha, Kharisma Anita Andriani ANITA ANDRIANI, ANITA Ansyori, Moch Faizal ARIES DWI INDRIYANTI, ARIES Aries Dwi Indriyanti, Aries Dwi Arsam, Rinaldo Yudianto Augusta Jannatul Firdaus , Reza Augusta Jannatul Firdaus, Reza Bambang Soedijono, Bambang Barir, Much. Zuyyinal Haqqul Bariyyah, Sitti Khairul Basuki Diah Puspita, Dwi Ratna Ayu Eri Sasmita Susanto Faizah, Arbiati Fatkhur Rizal, Muhammad Ginanjar Setyo Permadi Habibanis, Fauzani Hadi Sucipto Hadi Sucipto Hadi Sucipto, Hadi Hadijah Pili, Astuti Hari Agus Prastyo, Edwin Henderi . I Gusti Lanang Eka Prismana I Gusti Lanang Putra Eka Prismana, I Gusti Lanang Putra Eka I Kadek Dwi Nuryana I Kadek Dwi Nuryana I Kadek Dwi Nuryana, I Kadek Dwi Iftitaahul Mufarrihah Iftitaahul Mufarrihah Imam Sopingi Indana Lazulfa, Indana Ismail Budi Aswin khakim, ikhsanul Khoiry Mahmud Khotibul Umam Kistofer , Terdy Kistofer, Terdy Kristianto , Hery Kristianto, Hery Kusmiatun M. Renaldi Wildan F Mahfudiyanto Mahrus Ali Mahrus Ali Mashuri, Chamdan Mauludi, Kartika Moh. Abrorul Amin Mohammad Fikri Agus Setiawan Muhammad Aldi Irsyada Muhammad Aufal Ma'rom Muhammad Dhany Al Farizy Muhammad Fatkhur Rizal Muhammad Rizal Dwiki Muhammad Toha Muhimmatul Mahmuda Nurnanda Yudha Prawira Putri, Unzilla Savika Quinini Eleven Nur Oktaviana Radityo Wiratsongko Rahma Ramadhani Rahman, Kamil Fatur Reza Augusta Jannatul Firdaus Rizal, Muhammad Fatkhur Safrian, Rifqi Sahlan M Saleh Slamet Wirawan Sri Widoyoningrum Suhartanto, Martin Suryo Sasono, Damar Tanhella Zein Vitadiar Terdy Kistofer Umi Rahmawati, Evis Vitadiar, Tanhela Zein Widiantoro, Muh Riandi Widoyoningrum, Sri Wiratsongko, Radityo Yudistira Putra, Rocky Ardiansyah Zein Vitadiar , Tanhella Zein Vitadiar, Tanhella