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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 Absori Administrator Jurnal Adnanda Yudha Rhealdi Afif Agus Kurniawan Agus Kurniawan Aidul Fitriciada Azhari Alam, Faizan Ali Wafa Arifin, Achmad Januar Asmiyanti Mahmud Asri Praputri Azhar Alam Azhar, Iqlima Berutu, Asro Hayati Cahyadi, Bhagaskara Daing, Crisanto A. Daniel Happy Putra Deden Nurjaman, Deden Devi Agustini Dewi Farha Dewi Ningsih Dimas Aji Novianto Eny Winaryati Fadhilah, Asri Nur Fadhlulloh, Qolbi Hanif Farika Danis Sholehah Fariz Primadi Fatni Kidjab Febri Adriati Febriani, Hanifah Hamdi Angka , Moh Hanifah Kusumastuti Harun Helvi Etmawati Gae Honest, Irianto Ibrahim ILHAM Imron Rosyadi Irham Maulana Kurniawan, Adityo Wiwit Laia, Julianto M. Fraja Yuda Magfirah, Magfirah Mahya Mardiyah Hayati Marwiyah Mas’ad Meyti Mhd Furqan Miftahul Jannah Mintasrihardi MP, Benny Muh Syukran Muhamad Taufik Hidayat Muhammad Ali Muhammad Khalis Ilmi Mursyidi MUSLIMIN Muthoifin Mutia, Ratna Nabawy, Putri Nining Fitrianingsih, Nining Nur Anisa Nurhayati Nurlaela Nurlina Nurul Annisa Pilasari, Nyoman Pratama, Haris Putri Robiatul Qalbiy Sinta Qolbi, Fikri 'Ainul Rica Dayani, Tiara Rizka Mutthoharoh Rizki, Eni Robert V Pelima Ruhaza, Vona Salman Saputri, Heni Silkawati Humu Slamet Raharjo Sugihardana, Danang Sulistyo, Fajar Adhie Sunarti Hanafi Supiyandi Supiyandi Suyadi Suyadi Syarifa, Gizha Triana Putri, Sasni Trisaksono, Ario Urug Muhammad Hatta Vivi Walangadi Wardah Yuspin Widyari, Dira Putri Yenni Agustina YUNITA Zahrul Fuad Zuhrivina