DocumentCode
2922302
Title
Review of personalized recommendation techniques for learners in e-learning systems
Author
Shishehchi, Saman ; Banihashem, Seyed Yashar ; Zin, Nor Azan Mat ; Noah, Shahrul Azman Mohd
Author_Institution
Knowledge Technol. Res. Group, Univ. Kebangsaan Malaysia, Bangi, Malaysia
fYear
2011
fDate
28-29 June 2011
Firstpage
277
Lastpage
281
Abstract
With the rapidly increasing learning materials and learning resources, either offline or online, it is quite difficult to find suitable materials based on learner´s need. Recommender systems help learners find the appropriate learning materials in which they would need to learn. This paper discusses about the personalized recommendation systems in e-learning and compares their recommendation techniques. Two concepts are the main discussion topics in this research. The first one is about the learner´s requirement and the second one in about the personalized recommendation technique. Finally, this study proposes the knowledge based recommendation system as suitable recommendation technique. This recommendation aims to recommend to the learner, some materials based on the learner´s need. By using the semantic relationship between learning materials and the learner´s need, system can select the suitable materials as a recommendation to the learner. To develop the proposed knowledge based recommendation system is the next work for the future.
Keywords
computer aided instruction; knowledge based systems; recommender systems; e-learning system learner; knowledge based recommendation system; learner need; learner requirement; learning material; learning resource; personalized recommendation technique; recommender system; semantic relationship; Collaboration; Databases; Electronic learning; Knowledge based systems; Materials; Recommender systems; e-learning; ontology; personalized; recommender system; semantic web;
fLanguage
English
Publisher
ieee
Conference_Titel
Semantic Technology and Information Retrieval (STAIR), 2011 International Conference on
Conference_Location
Putrajaya
Print_ISBN
978-1-61284-354-4
Electronic_ISBN
978-1-61284-353-7
Type
conf
DOI
10.1109/STAIR.2011.5995802
Filename
5995802
Link To Document