A comprehensive survey on deep learning techniques in educational data mining

Y Lin, H Chen, W **a, F Lin, Z Wang, Y Liu - arxiv preprint arxiv …, 2023 - arxiv.org
Educational Data Mining (EDM) has emerged as a vital field of research, which harnesses
the power of computational techniques to analyze educational data. With the increasing …

[HTML][HTML] Education in the era of Neurosymbolic AI

CD Jaldi, E Ilkou, N Schroeder, C Shimizu - Journal of Web Semantics, 2025 - Elsevier
Education is poised for a transformative shift with the advent of neurosymbolic artificial
intelligence (NAI), which will redefine how we support deeply adaptive and personalized …

Towards a Knowledge Graph for Teaching Knowledge Graphs

E Ilkou, E JimÊnez-Ruiz - arxiv preprint arxiv:2411.01304, 2024 - arxiv.org
This poster paper describes the ongoing research project for the creation of a use-case-
driven Knowledge Graph resource tailored to the needs of teaching education in Knowledge …

Hierarchical Knowledge Aggregation for Personalized Response Generation in Dialogue Systems

Y Dong, K Qin, S Liang - … on Natural Language Processing and Chinese …, 2024 - Springer
Abstract Personalized Dialogue Response Generation, which aims to emulate human-like
and customized responses, has attracted considerable research interest. Recent advances …

Transparent Learner Knowledge State Modeling using Personal Knowledge Graphs and Graph Neural Networks

R Alatrash, MA Chatti, QU Ain, S Joarder - Adjunct Proceedings of the …, 2024 - dl.acm.org
Learner modeling is pivotal in different applications of adaptive and personalized systems in
the educational domain, such as recommender systems and intelligent tutoring systems …

Designing and Evaluating an Educational Recommender System with Different Levels of User Control

QU Ain, MA Chatti, WK Tsoplefack, R Alatrash… - arxiv preprint arxiv …, 2025 - arxiv.org
Educational recommender systems (ERSs) play a crucial role in personalizing learning
experiences and enhancing educational outcomes by providing recommendations of …

[PDF][PDF] Solid Pods Vs Personal Knowledge Graphs: Similarities and Differences

E Ilkou - 2022 - solidweb.me
Abstract Solid Pods and Personal Knowledge Graphs are pioneering constructs within the
Semantic Web community, each offering unique avenues for empowering individuals in the …