Learning Ability Clustering in Collaborative Learning

Collaborative learning promotes learning motivation which encourages the active participation and leads to good learning performance. In most cases, good grade is usually a good indicator of good learner. Teachers might classify learners into various groups according to their grade. As a result, learners with poor grades are easily depressed and self-distrust. In this paper, we integrate K-means clustering method and IRT forecasting process to solve the grouping issue in collaborative learning. With a better grouping solution, teachers then can adjust the learning materials adaptively and teach students according to the learning aptitude.

[1]  Chih-Ming Chen,et al.  Learning performance assessment approach using learning portfolio for e-learning systems , 2005, Fifth IEEE International Conference on Advanced Learning Technologies (ICALT'05).

[2]  R. Hambleton,et al.  Item Response Theory: Principles and Applications , 1984 .

[3]  Huan-Chao Keh,et al.  A Design and Implementation of a SCORM-Based Courseware System Using Influence Diagram , 2005, Int. J. Distance Educ. Technol..

[4]  Huan-Chao Keh,et al.  Courseware Development using Influence Diagrams Supporting e-Learning Specifications , 2005, J. Inf. Sci. Eng..

[5]  Deng-Jyi Chen,et al.  The Design and Implementaiton of a Diagnostic Test System Based on the Enhanced S-P Model , 2005, J. Inf. Sci. Eng..

[6]  Yunhe Pan,et al.  An object-oriented integrated knowledge approach to Internet-based product collaborative conceptual design , 2005, Proceedings of the Ninth International Conference on Computer Supported Cooperative Work in Design, 2005..

[7]  Yu Dan,et al.  Supporting Collaborative Learning Activities with IMS LD , 2007, The 9th International Conference on Advanced Communication Technology.

[9]  Timothy K. Shih,et al.  Using S-P Chart and Bloom Taxonomy to Develop Intelligent Formative Assessment Tool , 2009, Int. J. Distance Educ. Technol..

[10]  Wen-Chih Chang,et al.  Game-Based Learning with Ubiquitous Technologies , 2009, IEEE Internet Computing.

[11]  Fu-Chien Kao,et al.  The Design of Internet Collaborative Learning System Structure with the Integration of 3D Virtual Instruments , 2006, Fourth IEEE International Workshop on Technology for Education in Developing Countries (TEDC'06).

[12]  Timothy K. Shih,et al.  Ubiquitous e-Learning With Multimodal Multimedia Devices , 2007, IEEE Transactions on Multimedia.