A Recommender Model in E-learning Environment

被引:0
作者
Outmane Bourkoukou
Essaid El Bachari
Mohamed El Adnani
机构
[1] Cadi Ayyad University,
来源
Arabian Journal for Science and Engineering | 2017年 / 42卷
关键词
E-learning; Recommender system; Data sets; Collaborative filtering; Learning objects;
D O I
暂无
中图分类号
学科分类号
摘要
Various researches in E-learning mainly focused on improving learner achievements based on learner profile. Explosive growth of distance learning has caused difficulty of locating appropriate learning objects for learner in this environment, and it becomes relatively widespread learning method for learner. In this paper, an innovative learning approach is proposed by using recommender system to address this challenge. Based on this tool, a learning model is designed to achieve personalized learning experiences by selecting and sequencing the most appropriate learning objects. Moreover, some experiments were conducted to evaluate the performance of our approach. The result reveals suitability of using recommender system in order to support online learning activities to enhance learning.
引用
收藏
页码:607 / 617
页数:10
相关论文
共 108 条
[1]  
El Bachari E(2012)An adaptive teaching strategy model in e-learning using learners preference: learnFit framework Int. J. Web Sci. 1 257-274
[2]  
Abelwahed E(2010)Modeling long term learning of generic skills Intell. Tutor. Syst. 1 85-94
[3]  
El Adnani M(2009)Automatic recommendation for e-learning personalization based on web usage mining techniques and information retrieval Educ. Technol. Soc. 12 30-42
[4]  
Gluga R(2013)Application of implicit and explicit attribute based collaborative filtering and bide for learning resource recommendation Data Knowl. Eng. 87 130-145
[5]  
Kay J(1992)Information filtering and information retrieval: two sides of the same coin? Commun. ACM 35 29-38
[6]  
Lever T(1997)Learning and revising user profiles: the identification of interesting web sites Mach. Learn. 27 313-331
[7]  
Khribi MK(2003)Probabilistic memory-based collaborative filtering IEEE Trans. Knowl. Data Eng. 16 56-69
[8]  
Jemni M(2002)Finding localized associations in market basket data IEEE Trans. Knowl. Data Eng. 14 51-62
[9]  
Nasraoui O(2009)Handing sequential pattern decay: developing a two-stage collaborative recommendation system Electron. Commer. Res. Appl. 8 117-129
[10]  
Salehi M(2008)Website browsing aid: a navigation graph-based recommendation system Decis. Support Syst. 45 387-400