• DocumentCode
    691727
  • Title

    Adaptive learning path generation using colored Petri nets based on behavioral aspects

  • Author

    Dharani, B. ; Geetha, T.V.

  • Author_Institution
    Dept. of Comput. Sci. & Eng., Anna Univ., Chennai, India
  • fYear
    2013
  • fDate
    25-27 July 2013
  • Firstpage
    459
  • Lastpage
    465
  • Abstract
    In E-Learning environment, generating a Learning Path for the learner provides a challenging work for researchers. Learning Path is a collection of different learning items that are combined to achieve a single objective. For adaptive learning path, learner´s behavior should be considered for providing an adaptive environment based on learner characteristics. Providing adaptiveness to learners is achieved by using evolving dynamic user profiles. In this paper, User profile is evolved using Case Based Reasoning. The learner´s behavior of the E-learning system is tracked dynamically using the Colored Petri Nets. The Adaptive Learning Path is generated using the learner´s behavior patterns which are modeled as the learner´s characteristics like learning styles, goals and performance. We compare our system with an adaptive e-learning system which considers static profiles for adaptiveness through our performance evaluating method. The measure for completing the course is used to classify the user. The evaluation shows that the user finds the E-learning system more adaptive and resulting in motivation to finish the course.
  • Keywords
    Petri nets; case-based reasoning; computer aided instruction; adaptive e-learning system; adaptive learning path generation; behavioral aspects; case based reasoning; colored Petri nets; e-learning environment; learner behavior; learning items; learning styles; static profiles; Adaptation models; Adaptive systems; Analytical models; Electronic learning; Materials; Object oriented modeling; Petri nets; Adaptive E-Learning; case base reasoning; colored Petri nets; dynamic user behavior;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Recent Trends in Information Technology (ICRTIT), 2013 International Conference on
  • Conference_Location
    Chennai
  • Type

    conf

  • DOI
    10.1109/ICRTIT.2013.6844247
  • Filename
    6844247