Social recommender approach for technology-enhanced learning

被引:1
|
作者
Tadlaoui, Mohammed [1 ]
Sehaba, Karim [2 ]
George, Sebastien [3 ]
Chikh, Azeddine [4 ]
Bouamrane, Karim [5 ]
机构
[1] Univ Tlemcen, Lab LRIT, 2 Rue Abi Ayad Abdelkrim, Tilimsen, Algeria
[2] Univ Lyon 2, LIRIS, UMR5205, F-69676 Lyon, France
[3] Le Mans Univ, LIUM EA4023, F-72085 Le Mans, France
[4] Univ Tlemcen, Lab LRIT, 2 Rue Abi Ayad Abdelkrim, Tilimsen, Algeria
[5] Univ Oran1 Ahmed Benbella, Lab LIO, BP 1524, El Mnaouaer 31000, Oran, Algeria
关键词
personalised e-learning; educational resources; recommender systems; social networks;
D O I
10.1504/IJLT.2018.091631
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
The present work fits into the context of recommender systems for educational resources, especially systems that use social information. Based on the research results in the field of recommender systems, social networks and technology-enhanced learning, we defined an educational resource recommendation approach. We rely on social relations between learners to improve recommendation accuracy. Our proposal is based on formal models that generate three types of recommendation, namely recommendation of popular resources, useful resources and recently viewed resources. We developed a learning platform which integrates our recommendation models. In this paper, we present the results of an experiment conducted during six months in a real educational context. The goal of this experiment is to measure the relevance, quality and utility of the recommended resources. We also conduct an offline analysis by using a dataset in order to compare our approach with four baseline algorithms.
引用
收藏
页码:61 / 89
页数:29
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