Article Per Year (5 Year)
p-Index From 2021 - 2026
5.306
P-Index
This Author published in this journals
All Journal Jurnal sistem informasi, Teknologi informasi dan komputer Jurnal INSYPRO (Information System and Processing) METHODIKA: Jurnal Teknik Informatika dan Sistem Informasi Jurnal Soshum Insentif Aptisi Transactions on Technopreneurship (ATT) Journal of Information Systems and Informatics JSR : Jaringan Sistem Informasi Robotik JATI (Jurnal Mahasiswa Teknik Informatika) Jurnal Ilmiah Intech : Information Technology Journal of UMUS Jurnal Ekonomi Bisnis Dan Industri (EBI) Jurnal Digit : Digital of Information Technology IAIC Transactions on Sustainable Digital Innovation (ITSDI) Teknik: Jurnal Ilmu Teknik dan Informatika Jurnal Sisfotek Global Prosiding Seminar Nasional Sisfotek (Sistem Informasi dan Teknologi Informasi) Jurnal Masyarakat Indonesia Journal of Community Empowerment and Innovation Journal of Artificial Intelligence and Digital Business Eduvest - Journal of Universal Studies Jurnal Manajemen Sistem Informasi Journal of Data Mining and Information Systems
Muhammad Hatta
Universitas Catur Insan Cendekia
Aerospace Engineering Arts Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Library & Information Science Materials Science & Nanotechnology Mathematics Neuroscience Public Health Social Sciences

Published : 45 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Journal of Information Systems and Informatics

 1 
Actor-Critic Reinforcement Learning for Personalized STEM Learning Path Optimization Hatta, Muhammad; Magdalena, Lena; Putra, Dwi Pasha Anggara; Runa, Yohanes Michael Fouk; Irfansyah, Ananda; Valentino, Fernando
Journal of Information System and Informatics Vol 7 No 3 (2025): September
Publisher : Universitas Bina Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51519/journalisi.v7i3.1270

Abstract

This study addresses the critical need for adaptive learning in non-formal education settings, particularly Community Learning Centres (PKBM) in Indonesia, where student heterogeneity and limited resources challenge conventional teaching methods. We developed a personalized learning path optimization model using Actor-Critic Reinforcement Learning (RL) to enhance STEM competency development. The novel framework integrates cognitive, affective, and personality features to dynamically adjust material difficulty based on real-time analysis of student cognitive states (quiz performance, completion rate) and affective conditions (emotional level), moving beyond static predictive approaches. Experimental results on a synthetic dataset demonstrate that the Actor-Critic agent achieves statistically significant higher rewards (-2.92 vs -3.01, p<0.05) and greater output stability compared to a random baseline. Although the absolute reward difference is modest, it reflects more consistent adaptive policy performance, despite limited effect size (Cohen's d=0.0317). Feature importance analysis confirms that quiz_score and emotion_level are the dominant factors influencing adaptive recommendations, while personality traits show negligible impact. The framework offers a viable pathway for scalable, personalized learning in resource-constrained environments. Future work should validate the model with real-world student data and refine reward functions to strengthen practical impact.
Co-Authors Adi Putri, Maharani Agus Sevtiana Ahmad Fauzi Akbari, Safitri Alhafidz, Dennis Cesar Amri Amri Amroni Amroni Anggara Putra, Dwi Pasha Asih, Victor Asrul Azhari Muin Aulia, Siti Nur Chairun Nas Chairun Nas Christina, Stefanny Chritviona Parera, Shalom Daphne, Gabrielle Apta Eustacia Elvantonius Elvantonius Erwin Erwin Evi Alvionita Simangunsong Fahrudin, Rifqi Febima, Mesi Fhitriya Fhitriya Fikri Ananda Fransiska Fedelina Christover Goenawan Brotosaputro Gustomi Gustomi Haikal Alfandi Subagyo, Mochammad Harris, Sebastian Ilwan Syafrinal Irfansyah, Ananda Khasanah, Felina Khoirotun Hisan Kresna Adi Pratama Krismeyanto, Samuel Kurniawan, Satria Wahyu Kusnadi Lena Magdalena Lena Magdalena Lena Magdalena Lena Magdalena Lena Magdalena, Lena Magdalena , Lena Marsani Asfi Marsani Asfi Mesi Febima Mita, Shella Muhammad Abdurrohim Muhammad Afif Sulhan Nabillah, Sofy Nakeisha Wahyudi, Nayla Nisa, Nabila Izati Nurfauzi, Yusuf Nurrohmah Nurrohmah Petrus Sokibi, Petrus Putra, Dwi Pasha Anggara Ramdani, Dzahwa Laely Putri Renaldi, Refan Renny Wahyuni Reza Ilyasa Ridho Taufiq Subagio Rizky Maulana Runa, Yohanes Michael Fouk Sahputra, Illal Dwi Sari, Tri Mulia Sherina Natasya Sugandi Siti Nurhaliza Solikhah, Mar'atus Sri Risma Wati Suwandi Suwandi Suwandi Suwandi Suwandi Suwandi Syawaludin, Dwi Febri Sylvia Chandra Tri Vena Meiyanti Turini, Turini Ucu Wardani Oktriana Unang Solihin Valentino, Fernando Winurcahyono, Alexander Yanti, Limbong Aprilina Yulianti Yulianti Zelene, Aurelie