Title :
An Approach to Predict User´s Interests in Web-based Educational Systems using a Collaborative Filtering Weighted Method
Author :
Gotardo, Reginaldo A. ; Teixeira, Cesar A C ; Zorzo, Sérgio D.
Author_Institution :
COC Coll., Ribeirdo Preto
Abstract :
This paper presents an approach to predict userpsilas interests in Web-based educational systems, using the collaborative filtering methods weighted by implicit information about userpsilas navigation. To test and evaluate the proposed approach, we used a particular case study. The values were obtained by a domain specialist and we compared the approach results using a cross-validation method. The obtained results show that only the traditional prediction in collaborative filtering does not assert that the userpsilas classification is the real userpsilas relationship with the system.
Keywords :
Internet; computer aided instruction; groupware; human factors; information filtering; user modelling; Web-based educational system; collaborative filtering weighted method; cross-validation method; user interest prediction; user modeling; Adaptive systems; Collaborative work; Electronic learning; Information filtering; Information filters; Intelligent systems; International collaboration; Internet; Navigation; Recommender systems; collaborative filtering; personalization; web-based educational systems;
Conference_Titel :
Computational Science and Engineering Workshops, 2008. CSEWORKSHOPS '08. 11th IEEE International Conference on
Conference_Location :
San Paulo
Print_ISBN :
978-0-7695-3257-8
DOI :
10.1109/CSEW.2008.66