The Indonesian Journal of Computer Science
Vol. 15 No. 2 (2026): The Indonesian Journal of Computer Science

A Hybrid Intelligent Model for Humanities Education: Integrating Multi-Agent Systems, Cognitive Computing, and NLP to Foster Independent Learning

Mohamed Badawi Elkhalifa (Unknown)



Article Info

Publish Date
23 Apr 2026

Abstract

This study aims to design an intelligent e-learning system that integrates cognitive computing, multi-agent systems, expert systems, and natural language processing (NLP) techniques within a single unified platform. The system’s architecture is grounded in the independent learner model, which serves as the overarching pedagogical framework that organizes and regulates all its components. The researcher employed an experimental approach using a pretest-posttest design with two equivalent groups. The sample consisted of 50 male and female students from the College of Arts and Islamic Studies at Wasl University in Dubai. Participants were equally and randomly assigned to either an experimental group that received instruction through the proposed system or a control group that continued learning through conventional methods. Results of the independent-samples t-test revealed statistically significant differences at the (p < 0.001) level in favor of the experimental group across all three measured programming skills. The average effect size reached d = 2.71 according to Cohen’s coefficient, indicating a very large effect.

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Journal Info

Abbrev

ijcs

Publisher

Subject

Computer Science & IT Electrical & Electronics Engineering Engineering

Description

The Indonesian Journal of Computer Science (IJCS) is a bimonthly peer-reviewed journal published by AI Society and STMIK Indonesia. IJCS editions will be published at the end of February, April, June, August, October and December. The scope of IJCS includes general computer science, information ...