USING HYBRID SEMANTIC INFORMATION FILTERING APPROACH IN COMMUNITIES OF PRACTICE OF E-LEARNING

被引:0
|
作者
Berkani, Lamia [1 ,2 ]
Chikh, Azeddine [3 ]
Nouali, Omar [4 ]
机构
[1] USTHB Univ, Dept Comp Sci, Algiers, Algeria
[2] High Sch Comp Sci ESI, Algiers, Algeria
[3] King Saud Univ, Dept Informat Syst, Coll Comp & Informat Sci, Riyadh, Saudi Arabia
[4] CERIST, Dept Res Comp, Algiers, Algeria
来源
JOURNAL OF WEB ENGINEERING | 2013年 / 12卷 / 05期
关键词
Communities of Practice of e-learning; recommendation system; information filtering; ontologies; semantic filtering; learning resource; profile; RECOMMENDER SYSTEMS;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
The paper discusses the application of the Information Filtering (IF) approach in Communities of Practice of E-learning (CoPEs). We identify the main characteristics of CoPEs and show how the integration of the IF techniques can be useful in this context as a technology support for members of CoPEs. A personalized recommendation approach is proposed for CoPEs based on the hybrid semantic IF, integrating the content-based filtering, the collaborative filtering and the ontology-based filtering approaches. Three strategies of recommendation have been proposed: (1) a semantic recommendation by specialty; (2) a semantic content-based recommendation by domains of interests; and (3) a semantic collaborative recommendation by domains of interests. We have developed a prototype of a recommendation system called ReCoPESyst, based on the recommendation approach. In order to evaluate our system, we considered a community of teachers from a higher education context. A preliminary tests and experimentation of ReCoPESyst conducted within this community show its advantage and benefit for members.
引用
收藏
页码:383 / 402
页数:20
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