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All Journal El Tarbawi al-Afkar, Journal For Islamic Studies Pendas : Jurnah Ilmiah Pendidikan Dasar Awang Long Law Review Jurnal Ilmiah Penegakan Hukum Jurnal Sosiohumaniora Kodepena (JSK) Entrepreneurship Bisnis Manajemen Akuntansi (E-BISMA) YURISDIKSI : Jurnal Wacana Hukum dan Sains Jurnal Penelitian Keperawatan Kontemporer (JPKK) International Journal of Science and Society (IJSOC) Jurnal Gagasan Hukum Jurnal DiMas (Jurnal Pengabdian Kepada Masyarakat) Data Sciences Indonesia (DSI) JAKTABANGUN: Jurnal Akuntansi dan Pembangunan JURNAL KESEHATAN IBU DAN ANAK (KIA) Agents: Journal of Artificial Intelligence and Data Science International Journal of Trends in Accounting Research International Journal of Law and Society Indonesian Journal of Multidisciplinary Scientific Studies Jurnal KALANDRA ADM : Jurnal Abdi Dosen dan Mahasiswa Journal of Transcendental Law Ameena Journal Fundamental : Jurnal Ilmiah Hukum Jurnal Serambi Ilmu Jurnal Cahaya Edukasi Journal of Islamic Economic Laws Proceedings of The International Conference on Computer Science, Engineering, Social Sciences, and Multidisciplinary Studies
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Analysis of User Interaction Association Patterns in E-Learning Systems Using the Apriori Algorithm Rizka; Berutu, Asro Hayati; Nabawy, Putri; Pratama, Haris; Supiyandi
Proceedings of The International Conference on Computer Science, Engineering, Social Science, and Multi-Disciplinary Studies Vol. 1 (2025)
Publisher : CV Raskha Media Group

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.64803/cessmuds.v1.30

Abstract

The development of e-learning systems has generated a vast volume of user interaction data. Every activity—such as logging in, viewing materials, taking quizzes, and downloading assignments—contains valuable information that can be leveraged to enhance the effectiveness of online learning systems. This study aims to analyze user interaction association patterns in an e-learning system using the Apriori algorithm. A data mining approach was employed to identify relationships among features frequently accessed together, with a minimum support threshold of 0.4, minimum confidence of 0.6, and lift > 1.0. The dataset used consists of simulated (dummy) data representing seven user transactions and five main e-learning features. The analysis produced eight significant association rules with lift values above 1.0, indicating non-random relationships among features. Feature combinations such as {login} → {view_material} and {take_quiz} → {view_score} exhibited strong relationships, with confidence values reaching 0.75. These findings suggest the existence of dominant user interaction patterns that can be utilized to optimize navigation design, recommendation features, and overall user experience in e-learning systems. This research contributes to the application of the Apriori algorithm for exploring user access patterns in online education contexts, providing an analytical foundation for developing more adaptive and behavior-driven systems.
Co-Authors A. Hamid Abdul Wahab Absori Adityo Wiwit Kurniawan Administrator Jurnal Adnanda Yudha Rhealdi Afif Agus Kurniawan Agus Kurniawan Aidul Fitriciada Azhari Alam, Faizan Ali Wafa Arifin, Achmad Januar Azhar Alam Azhar, Iqlima Berutu, Asro Hayati Cahyadi, Bhagaskara Daing, Crisanto A. Deden Nurjaman, Deden Devi Agustini Dimas Aji Novianto Eny Winaryati Fadhilah, Asri Nur Fadhlulloh, Qolbi Hanif Farika Danis Sholehah Fariz Primadi Febri Adriati Febriani, Hanifah Hamdi Angka , Moh Hanifah Kusumastuti Harun Honest, Irianto Ibrahim ILHAM Imron Rosyadi Laia, Julianto M. Fraja Yuda Magfirah, Magfirah Mahya Mardiyah Hayati Mas’ad Maulana, Moh. Irham Mhd Furqan Miftahul Jannah Mintasrihardi MP, Benny Muhamad Taufik Hidayat Muhammad Ali Muhammad Khalis Ilmi Mursyidi MUSLIMIN Muthoifin Mutia, Ratna Nabawy, Putri Nining Fitrianingsih, Nining Novitasari, Setiani Nurhayati Nurlina Nurul Annisa Pilasari, Nyoman Pratama, Haris Putri Robiatul Qalbiy Sinta Qolbi, Fikri 'Ainul Rica Dayani, Tiara Rizki, Eni Ruhaza, Vona Salman Saputri, Heni Siti Istiningsih, Siti Sulistyo, Fajar Adhie Supiyandi Supiyandi Suyadi Suyadi Syarifa, Gizha Triana Putri, Sasni Trisaksono, Ario Urug Muhammad Hatta Wardah Yuspin Widyari, Dira Putri Yenni Agustina YUNITA Zahrul Fuad