DocumentCode
116509
Title
Modeling the learner group formation problem in computer-supported collaborative learning using mathematical programming
Author
Kardan, Ahmad ; Sadeghi, Hamid
Author_Institution
Dept. of Comput. Eng. & Inf. Technol., Amirkabir Univ. of Technol., Tehran, Iran
fYear
2014
fDate
26-27 Feb. 2014
Firstpage
1
Lastpage
5
Abstract
One of the main challenges in Computer- Supported Collaborative Learning (CSCL) is group formation. Various approaches have been reported in the literature to tackle this problem, but none have offered an optimal solution. In this study a novel binary integer programming formulation was proposed to model the group formation problem and optimally assign each learner to the most appropriate group. In this contribution an online class of 32 learners was divided into two sections. The groups in the first section were formed by means of our suggested method. In the other section a modified version of K-Means clustering algorithm was used to assign participants to appropriate groups. Findings revealed that the suggested model was successful in optimally solving the problem in 8.27 seconds, on average. The results also disclosed that the proposed technique generated better outcomes in theory and in practice.
Keywords
computer aided instruction; integer programming; mathematical programming; pattern clustering; CSCL; binary integer programming formulation; computer-supported collaborative learning; k-means clustering algorithm; learner group formation problem; mathematical programming; Clustering algorithms; Collaborative work; Computational modeling; Computers; Educational institutions; Linear programming; Mathematical model; binary integer programming; computer-supported collaborativelearning (CSCL); cooperative learning; learners??? groupformation; modeling;
fLanguage
English
Publisher
ieee
Conference_Titel
e-Learning and e-Teaching (ICeLeT), 2014 8th National and 5th International Conference on
Conference_Location
Tehran
Print_ISBN
978-1-4799-4868-0
Type
conf
DOI
10.1109/ICELET.2014.7040616
Filename
7040616
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