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Pendidikan Jasmani Kesehatan Dan Rekreasi, Universitas Negeri Makassar
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Journal : Journal of System and Computer Engineering

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Evaluating the Effectiveness of Online Learning Methods with a Probabilistic Naive Bayes Approach Butsiarah, Butsiarah; Rijal, Muhammad
Journal of System and Computer Engineering Vol 6 No 1 (2025): JSCE: January 2025
Publisher : Universitas Pancasakti

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61628/jsce.v6i1.1669

Abstract

Online learning methods become an important element in supporting the flexibility and effectiveness of teaching and learning process, especially through approaches such as Video Tutorial, Virtual Discussion, and Self-paced Reading. This research aims to evaluate the effectiveness of the three methods in improving students' engagement, comprehension, and learning motivation by utilizing Naive Bayes algorithm. The dataset used includes student data taken through questionnaires and teacher evaluation results, with variables such as material suitability, engagement, ease of access, and student exam results. Through this approach, the research is able to predict the learning method that best suits students' needs based on the analyzed variables. The results show that Video Tutorial is the most effective method in supporting students' understanding and motivation. The implementation of this research is expected to help the development of a better online learning system in improving students' learning experience, and provide practical recommendations for educators in choosing the right learning method.
Co-Authors A Sumardin Ade Bukhari Agus Halid Agus Halid Ahmad Nur Ikhsan ahmad yani Alim, Bahrul Alimsyah, Andi Saiful Aminah Andi M Yusuf Andi Maulidinnawati Abdul Kadir Parewe Andryanto A Askar Taliang Bahrul Alim Dayatri, Dayatri Elly Warni Fatoni Fatoni Fatoni Febri Hidayat Saputra Fitriana M Sabir H, Muhammad Rizal Hasanah Nur Hasriana Hasriani Hasriani, Hasriani Husain Syam Ikhsan, Ahmad Nur Ilham Ilham Irvan Kamaruddin Kamaruddin Khaidir Rahma Nasir Kurniawan, Ahmad Latif, Nuraida Lillyan Hadjaratie Manda Rohandi Mansyur Mansyur Markani Markani Markani, Markani Mashud, Mashud Mohammad Dika Raswadi Muchlis Polin Muh Akbar Attahabrani Muh. Ilham Ramadhan Muh. Ilham Ramadhan Muhajirin, Muhajirin Muhammad Arafah Muhammad Ashar Pahany Muhammad Ichfan MUHAMMAD ICHFAN ASKAR Muhammad Qadri Muhammad Rizal Muhammad Rizal H MUHAMMAD RIZAL H Mursalim Mursalim Mursalim Mursalim Mursalim Mursalim mursalim mursalim Neneng Awaliah Nur Alisa Nur, Hasanah - Nurfaizah Nurfaizah Nurul Khusnah Pasnur Pasnur Rahmatia Rahmatia Ramlah P Randy Angriawan Raswadi, Mohammad Dika Ratnawati Rijal, Muhammad Risaldi Risaldi Rizal Sitti Suhada Sri Ayu Ashari Supriadi Sahibu Supriadi Sahibu Suryadi Syamsu Syam, Husain - tamra tamra TAMRAH Tamsir Taslim, A. Mutmainnah Tatik Maslihatin Wabdillah Wabdillah, Wabdillah Yani, Ahmad Yunus, Adinda putri