• 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