TY - JOUR
T1 - A flexible graph-based model for facilitating digital learning activities
AU - Zou, Di
AU - Wang, Fu Lee
AU - Xie, Haoran
AU - Wong, Tak Lam
AU - Kwan, Reggie
N1 - Publisher Copyright:
Copyright © 2018 Inderscience Enterprises Ltd.
PY - 2018
Y1 - 2018
N2 - The development of big data techniques has created great opportunities for more powerful e-learning systems. Online platforms such as MOOCs, distance learning communities and mobile learning applications are therefore able to have larger data capacity and allow more users to access. However, a big challenge accompanied with the rapid development of e-learning systems is information overload for learners. Users may get lost in such a large volume of learning resources. To address this issue, it is essential to have a model for better understanding of user intentions, preferences and prior knowledge. Therefore, in this article, a flexible graph-based model for users is proposed by incorporating various relationships in this context. By consolidating various kinds of relationships in a unified graph model for the users, the model can then facilitate digital learning activities in e-learning systems. Additionally, some examples of using this model are discussed for the future studies on the model.
AB - The development of big data techniques has created great opportunities for more powerful e-learning systems. Online platforms such as MOOCs, distance learning communities and mobile learning applications are therefore able to have larger data capacity and allow more users to access. However, a big challenge accompanied with the rapid development of e-learning systems is information overload for learners. Users may get lost in such a large volume of learning resources. To address this issue, it is essential to have a model for better understanding of user intentions, preferences and prior knowledge. Therefore, in this article, a flexible graph-based model for users is proposed by incorporating various relationships in this context. By consolidating various kinds of relationships in a unified graph model for the users, the model can then facilitate digital learning activities in e-learning systems. Additionally, some examples of using this model are discussed for the future studies on the model.
KW - Digital learning
KW - E-learning systems
KW - Graph-based model
KW - Multiple relationship
KW - User model
UR - http://www.scopus.com/inward/record.url?scp=85048038886&partnerID=8YFLogxK
U2 - 10.1504/IJIL.2018.092041
DO - 10.1504/IJIL.2018.092041
M3 - Article
AN - SCOPUS:85048038886
SN - 1471-8197
VL - 23
SP - 444
EP - 462
JO - International Journal of Innovation and Learning
JF - International Journal of Innovation and Learning
IS - 4
ER -