DocumentCode :
2314090
Title :
A fuzzy ontology approach to represent user profiles in e-learning environments
Author :
Ferreira-Satler, Mateus ; Romero, Francisco P. ; Menendez, Victor H. ; Zapata, Alfredo ; Prieto, Manuel E.
Author_Institution :
Dept. of Inf. Syst. & Technol., Univ. of Castilla-La Mancha (UCLM), Ciudad Real, Spain
fYear :
2010
fDate :
18-23 July 2010
Firstpage :
1
Lastpage :
8
Abstract :
Ontologies represent a method of sharing and reusing knowledge on the semantic web. A fuzzy ontology is an extension of domain ontologies for solving the problems of uncertainty. This paper shows how a Fuzzy Ontology based approach can represent user profiles in e-learning environments. The ontological representation of the user profile enhances the performance in tasks such as filtering and information retrieval. An algorithm that allows automatically creating the construction of the ontology is also introduced. This approach has been integrated into a management tool for Learning Objects, in which each user profile is built from Learning Objects published by the user himself. The initial experiments confirm that the automatically obtained fuzzy ontology is a good representation of the user´s preferences. The experiment results also indicate that the approach is useful and warrants further research.
Keywords :
computer aided instruction; fuzzy set theory; information filtering; ontologies (artificial intelligence); semantic Web; e-learning environments; fuzzy ontology; information filtering; information retrieval; knowledge reuse; knowledge sharing; learning objects; semantic Web; user profiles; Construction industry; Context; Data mining; Electronic mail; Ontologies; Semantics; Weight measurement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Fuzzy Systems (FUZZ), 2010 IEEE International Conference on
Conference_Location :
Barcelona
ISSN :
1098-7584
Print_ISBN :
978-1-4244-6919-2
Type :
conf
DOI :
10.1109/FUZZY.2010.5584789
Filename :
5584789
Link To Document :
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