Title :
Research on e-learner personality grouping based on fuzzy clustering analysis
Author :
Tian, Feng ; Wang, Shibin ; Zheng, Cheng ; Zheng, Qinghua
Author_Institution :
Sch. of Electron. & Inf., Xi´´an Jiaotong Univ., Xi´´an
Abstract :
Many clustering methods have been adopted by personalized e-learning system to find interested groups or common characteristics of members within the same group. However, hard boundary during discretization on collected data or subjective influences was introduced, and corresponding methods were utilized. Aiming at this problem, a fuzzy clustering method based on fuzzy statistic is proposed to cluster the learners according to their personality and learning strategy data collected from an online system. Then, an analysis method based on frequent pattern is introduced to testify the result of the proposed unsupervised clustering methods. The clustering results correspond with viewpoints of pedagogy.
Keywords :
behavioural sciences computing; computer aided instruction; fuzzy set theory; pattern clustering; e-learner personality grouping; fuzzy clustering analysis; fuzzy statistic; learning strategy; personalized e-leaming system; unsupervised clustering methods; Clustering methods; Electronic learning; Fuzzy systems; Informatics; Laboratories; Manufacturing systems; Pattern analysis; Statistics; Systems engineering and theory; Testing; e-learning; fuzzy clustering analysis; learner personality; transitive closure;
Conference_Titel :
Computer Supported Cooperative Work in Design, 2008. CSCWD 2008. 12th International Conference on
Conference_Location :
Xi´an
Print_ISBN :
978-1-4244-1650-9
Electronic_ISBN :
978-1-4244-1651-6
DOI :
10.1109/CSCWD.2008.4537122