Title :
Research on Personalized User Model Based on Semantic Mining from Educational Resources Searching Process
Author :
Li, Xiaojian ; Chen, Shihong
Author_Institution :
Comput. Sch., Wuhan Univ., Wuhan, China
Abstract :
According to the requirement of providing personalized service to users in e-learning systems and the problem of presenting the semantic relationships of users´ interests in traditional user models, this paper discusses the representation and the construction of a personalized user model which represents individual userpsilas interests by semantic mining from userpsilas resource searching process. To testify the effectiveness of the model in providing personalized service and conveying the latent semantic requirement of the user, we exploit the user model to provide semantic query expansion service in our e-learning system. And the results of the experiment indicate that the user model is helpful.
Keywords :
computer aided instruction; data mining; ontologies (artificial intelligence); query processing; semantic Web; user modelling; e-learning system; educational resource searching process; ontology; personalized user model; semantic mining; semantic query expansion service; Artificial intelligence; Educational technology; Eigenvalues and eigenfunctions; Electronic learning; Electronic mail; Integrated circuit modeling; Intelligent agent; Ontologies; Software engineering; System testing; Personalized service; Semantic mining; User model; e-Learning; ontology;
Conference_Titel :
Artificial Intelligence, 2009. JCAI '09. International Joint Conference on
Conference_Location :
Hainan Island
Print_ISBN :
978-0-7695-3615-6
DOI :
10.1109/JCAI.2009.67