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Article . 2024 . Peer-reviewed
License: CC BY
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Precedability Prediction Between Open Educational Resources

Authors: Aymen Bazouzi; Hoël Le Capitaine; Zoltan Miklos; Mickaël Foursov;

Precedability Prediction Between Open Educational Resources

Abstract

The abundance of Educational Resources (ERs) has allowed people to have access to a vast amount of knowledge. However, it can be difficult, for both educators and learners, to navigate through these resources. One way to facilitate navigation is to identify useful relations between these resources. This can improve the teaching and learning experiences by allowing the users to go from one resource to another based on the identified relations, such as precedence. In this work, we introduce the notion of precedability between educational resources; whether a resource A can precede another resource B. Then, we propose a two-step method to identify precedability relations between educational resources. Our method structures the educational resources in an enriched Knowledge Graph (KG). Then, it uses a Graph Neural Network (GNN) model to predict precedability relations. Our method performed better than multiple baselines on different benchmarks.

Keywords

[INFO.INFO-AI] Computer Science [cs]/Artificial Intelligence [cs.AI], Graph Machine Learning, [INFO.EIAH] Computer Science [cs]/Technology for Human Learning, Knowledge graphs, [SHS.EDU] Humanities and Social Sciences/Education, [INFO.INFO-TT] Computer Science [cs]/Document and Text Processing, [INFO.INFO-LG] Computer Science [cs]/Machine Learning [cs.LG], Educational Resources, Knowledge representation and reasoning

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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Average
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