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Adi Wijaya
Bandar Lampung University
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Journal : Journal of Applied Data Sciences

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A Proposed Model for Detecting Learning Styles Based on the Felder-Silverman Model Using KNN and LR with Electroencephalography (EEG) Hasibuan, Muhammad Said; Isnanto, R Rizal; Dewi, Deshinta Arrova; Kurniawan, Tri Basuki; Yeh, Ming-Lang; Wijaya, Adi
Journal of Applied Data Sciences Vol 6, No 2: MAY 2025
Publisher : Bright Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47738/jads.v6i2.659

Abstract

The identification of learning styles plays a crucial role in enhancing personalized education and optimizing learning outcomes. This research proposes a model for detecting learning styles based on the Felder-Silverman model using two machine learning algorithms: K-Nearest Neighbors (KNN) and Linear Regression (LR). Electroencephalography (EEG) data, known for its ability to capture cognitive and neural activity, serves as the primary dataset for this study. The proposed model was tested on a dataset comprising EEG signals collected during various learning tasks. Feature extraction and preprocessing techniques were employed to ensure high-quality input for the learning algorithms. The experimental results revealed that the LR-based model achieved an accuracy of 96.4%, significantly outperforming the KNN-based model, which obtained an accuracy of 89.9%. These findings highlight the potential of EEG-based models for accurately identifying learning styles, offering valuable insights for educators and researchers aiming to implement adaptive learning systems. This study demonstrates the feasibility and effectiveness of combining EEG data with machine learning techniques for learning style detection, paving the way for more personalized and efficient educational approaches. Future research will explore the integration of additional physiological data and advanced machine learning methods to further improve model accuracy and applicability.
Co-Authors ', Adnan A, Erwin Kurniawan A.A. Ketut Agung Cahyawan W Abdul Muis Abu Bakar Sambah, Abu Bakar Akbar Lufi Zulfikar Al Abror, M. Abdul Malik Alfani, Ajeng Khori Amrulloh, Lutfi Ansar Ansar Arfiah Busari Ari F Syam Ari, Dessanti Putri Sekti Arif Hidayat Asmawati, Diah As’ari, Hasyim Aziz Q, Ikhwan Aziz, Ikhwan Baharuddin Baharuddin Bayu Priyono, Bayu Budi Hermawan Daduk Setyohadi Dedi Setiawan Dewi, Deshinta Arrova Dharmawan, Denny Dharmika D Didi Sunardi Dio Caisar Darma Djohan, Sjamsu Djoko Setyadi Edi Surya Negara Ehwannudin, Ehwannudin Ehwanudin Ehwanudin Ehwanudin, Ehwanudin Ekhwanuddin, Ekhwanuddin Eny Rochaida Erawan, Bambang Fadilah, Lutfi Fahreza, Nirwan Fajriyati, Latifah Adi Farhan Muzaki Firmansyah F Gaffar, Emmilya Umma Aziza Ghaida, Regina Handayani, Hikmah Nurcika Hariyadin, Muhammad Dede Hartati, Sukmini Hasanah, Putri Nikmatul Hayati, Rina Mida Hernisawati, Hernisawati Hidayah, Chusnul Ikhwan Fauzi, Ahmad Irhamuddin, Irhamuddin Irhamudin, Irhamudin Irwan Gani Islahiyah Nida Japri, Muhamad Jiuhardi, Jiuhardi Juliansyah Roy Khairullah, Khairullah Khasanah, Hilma Risyatul Khofifah, Dwi Kurniawan A., Erwin Kurniawan, Andys Kurniawan, Tri Basuki Kursiswanti, Eli Tri Lia Paryanti, Eka Lingga, Rafi Putra Liwa, Maria Ana M Said Hasibuan M. Diki Septiawan M. Yoga Supeno M. Yogi Riyantama Isjoni Mahdalena, Nadya Christa Mas’ud, Rahmad Mas’ud, Rudy Masiku, Yakin Masuwd, Mowafg Maulana, M.Fikri Melius, Barto Midahayati, Rina Miftahus Saadah, Miftahus Muhamad Ilyas, Muhamad Muhammad Izman Herdiansyah Mujino Mujino, Mujino Mukti, Eviana Nadaek, Nason Najah, Atin Nailatun Nikmah, Lutfiatun Nisfah, Amirotun Noor Akhmad Setiawan Nur Ariyani, Putri Nur Iman Nurjanana Nurjanana Pinjaman, Saizal Bin Pratama, Bayu Indra Priyana Nur Jannah Putri, Helen Oktavia Putro, Pilipus Bambang Wahyono Q, Ikhwan Aziz R Rizal Isnanto Radinata, Riki Rahcmad Budi Suharto Rahil Muhammad Hasbi Ramadan, Muhammad Fadli Ilham Ramdhan, Dahma Amar Riskin Hidayat Rizky, Muhamad Romadlona, Fitria Roswitha, Aji Titin Rosyid, Ahmad Sihabudin Rumiasih, N. A. Saefudin, Slamet Setiawan, Rakha Hafizh SETIAWATI, AYU Shihab, Elza Fauziyah Sidiq, Syahrul Sinambela, Frikson C Siti Amalia Siti Khoiroh Muflihatin Solehudin, Solehudin Sri Hermuningsih Sri Mintarti Suhadi, Ahmad Suharto, Rachmad Budi Suprapti, Devita Mardiana Suryadi, Rahmat Sutari, Mira Sutaryo Sutaryo Syahrial, Muhfi Ta'dung, Siska Rante Tata Sutabri Teguh Bharata Adji Toar JM Lalisang Triyana, Novi Umi Zakiyah, Umi Wahyu Setiawan Wardaniah, Mistaratul Yeh, Ming-Lang Yonathan Pongtuluran Yuliana Yuliana Yuswanto, Adi Zahiruddin, Haikal Zainal Ilmi Zamruddin Hasid Zukarnain, Zuriani Ahmad