Article Per Year (5 Year)
p-Index From 2021 - 2026
5.046
P-Index
This Author published in this journals
All Journal RABIT: Jurnal Teknologi dan Sistem Informasi Univrab Jurnal Ilmiah Sinus Jurnal Abdimas PHB : Jurnal Pengabdian Masyarakat Progresif Humanis Brainstorming Community Development Journal: Jurnal Pengabdian Masyarakat Jurnal TIKOMSIN (Teknologi Informasi dan Komunikasi Sinar Nusantara) Ittishal Educational Research Journal JURNAL REKAYASA INFORMASI SWADHARMA (JRIS) Postulat : Jurnal Inovasi Pendidikan Matematika Jurnal Pustaka AI : Pusat Akses Kajian Teknologi Artificial Intelligence Jurnal Sistem Informasi Triguna Dharma (JURSI TGD) Jurnal Hasil Pengabdian Masyarakat (JURIBMAS) Jurnal Pengabdian Kolaborasi dan Inovasi IPTEKS Jurnal Pengabdian Masyarakat Teknologi dan Pendidikan (MANTAP) Systematic Literature Review Journal Journal of Information Technology, Computer Engineering and Artificial Intelligence (ITCEA) Jurnal Ilmu Komputer dan Teknik Informatika Indonesian Applied Research Computing and Informatics
Dwi Remawati
Universitas Tiga Serangkai
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Languange, Linguistic, Communication & Media Mathematics Mechanical Engineering Nursing Public Health Social Sciences Other

Published : 49 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : indonesian applied research computing and informatics

 1 
Development of Personalized Recommendation System for Online Educational Content Based on Machine Learning Dwi Remawati; Khairunnisa; Afril efan Pajri; Kumaratih Sandradewi; Sri Hariyati Fitriasih
Indonesian Applied Research Computing and Informatics Vol. 1 No. 1: July (2025)
Publisher : PT. Teras Digital Nusantara

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

The rapid growth of online educational platforms has increased the demand for intelligent recommendation systems that can personalize learning content to match individual learner needs. However, traditional methods such as Content-Based Filtering (CBF) and Collaborative Filtering (CF) often struggle with issues like data sparsity, limited adaptability, and cold-start problems. This study aims to develop a personalized recommendation system for online educational content by integrating Singular Value Decomposition (SVD) with an adaptive feedback loop to improve recommendation relevance and learner engagement. The proposed machine learning-based method captures latent user-item interactions and dynamically updates recommendations based on real-time user feedback. Experimental evaluation using a dataset of simulated learner interactions demonstrates that the proposed model significantly outperforms baseline methods, achieving higher scores in Precision (0.57), Recall (0.53), F1-Score (0.55), Mean Reciprocal Rank (MRR: 0.52), and Engagement Rate (72.1%). These results suggest that combining matrix factorization with adaptive learning can substantially enhance the performance of educational recommender systems, leading to more accurate, timely, and engaging content delivery.
Co-Authors Abdullah Ahmad Ma'shum Adam Candra Kirana Wardana Aditya Bagas Pratama Afnan May Kandung Utomo Afril efan Pajri Ahmad Muhariya Ajeng Dhanty Yoshima Aji Pratama Wisnu Wardana Amin Joko Susilo Amin Sulistiyowati Aninda Dyah Hayu P P Bagus Cahyo Putro Baktiar Setiyaji Bayu Dwi Raharja Bebas Widada Bramasto Wiryawan Yudanto Bramastyo Wiryawan Yudhanto Charles Parningotan Haratua Simanjuntak Cynthia, Dessy Nia Cynthia, Maulidania Mediawati Dicky Jordan Aji Putra Didik Nugroho Didik Nugroho, Didik Dziky Ridhwanullah Effendi, Rohmat Irvan Eka Pandu Cynthia Firman Dwi Wahyudi Fitriani, Putri Asiska Nur Haqiqi, Arif Naofal Hendro Wijayanto Hendro Wijayanto Hendro Wijayanto Heru Budi Kusumo Ina Putri Pertiwi Iwan Ady Prabowo Khairunnisa Khoirul Ahyar Kriswantoro Budi Satrio Kumaratih Sandradewi Kumaratih Sandradewi Kumaratih Sandradewi Kumaratih Sandradewi Kustanto Kustanto Kustanto Kustanto Muhammad Hasbi Muhammad Ilyas Arrayyan Nirma Mujirahayu Meyliana Nugroho, Raka Aji paulus harsadi Paulus Harsadi Prasastya Dwi Pamungkas Prasetyo, Danar Aji Prihanto Puspa Ningrum, Okky R Arie Febrianto Raharja, Bayu Dwi Retno Tri Vulandari Retno Tri Vulandari RM Abdul Dhohir Surya Kusuma Ruvyanto Dwi Nugroho Salim Salim Salim Saptomo, Wawan Laksito Yuly Septiana, Anisa Dwi Serly Sustiana Saputri Setiyowati Sri Hariyati Fitriasih Sri Hariyati Fitriasih Sri Hariyati Fitriasih Sri Hariyati Fitriasih Sri Hariyati Fitriasih, Sri Hariyati Sutrisno Teguh Susyanto Teguh Susyanto Tri Irawati Tri Irawati Tri Irawati Tri Irawati Tri Irawati Tri Irawati, Tri Tulus Wahyuno Usman Sabila Firdos Vivi Dian Pratiwi Wawan Laksito Yuly Saptomo Widada, Bebas Widianto, Septian Cahyo Widya Restu Utami Wijayanto, Hendro Yustina Retno Wahyu Utami Yusuf Cahyo Nugroho nugroho Zannuba Anugrah Indah Lestari