A systematic review: machine learning based recommendation systems for e-learning

SS Khanal, PWC Prasad, A Alsadoon… - Education and Information …, 2020 - Springer
The constantly growing offering of online learning materials to students is making it more
difficult to locate specific information from data pools. Personalization systems attempt to …

[PDF][PDF] Recommender Systems in E-learning

Q Zhang, J Lu, G Zhang - Journal of Smart Environments …, 2021 - pdfs.semanticscholar.org
In this era when every aspect of society is accelerating, people are always seeking
improvement to stay competitive in their careers. E-learning systems fit into the ever …

[HTML][HTML] Review and classification of content recommenders in E-learning environment

J Joy, RVG Pillai - Journal of King Saud University-Computer and …, 2022 - Elsevier
E-learning recommender systems are becoming more popular due to the massive learning
materials available online and the changing pedagogy. A content recommender system in …

Recommender systems in e-learning environments: a survey of the state-of-the-art and possible extensions

A Klašnja-Milićević, M Ivanović… - Artificial Intelligence …, 2015 - Springer
With the development of sophisticated e-learning environments, personalization is
becoming an important feature in e-learning systems due to the differences in background …

Personalized recommender system for e-Learning environment

S Benhamdi, A Babouri, R Chiky - Education and Information Technologies, 2017 - Springer
Traditional e-Learning environments are based on static contents considering that all
learners are similar, so they are not able to respond to each learner's needs. These systems …

Smart recommendation for an evolving e-learning system: Architecture and experiment

T Tang, G McCalla - International Journal on E-learning, 2005 - learntechlib.org
In this paper, we proposed an evolving e-learning system which can adapt itself both to the
learners and the open the web and pointed out the differences of making recommendations …

Recommendation systems for education: Systematic review

MC Urdaneta-Ponte, A Mendez-Zorrilla… - Electronics, 2021 - mdpi.com
Recommendation systems have emerged as a response to overload in terms of increased
amounts of information online, which has become a problem for users regarding the time …

A review of deep learning-based recommender system in e-learning environments

T Liu, Q Wu, L Chang, T Gu - Artificial Intelligence Review, 2022 - Springer
While the recent emergence of a large number of online course resources has made life
more convenient for many people, it has also caused information overload. According to a …

A hybrid recommendation algorithm adapted in e-learning environments

W Chen, Z Niu, X Zhao, Y Li - World Wide Web, 2014 - Springer
With the rapid development of online learning technology, a huge amount of e-learning
materials have been generated which are highly heterogeneous and in various media …

A hybrid attribute–based recommender system for e–learning material recommendation

M Salehi, IN Kmalabadi - Ieri Procedia, 2012 - Elsevier
Recommendation system is a significant part of e–learning systems for personalization and
recommendation of appropriate materials to the learner. However, in the existing …