• DocumentCode
    562603
  • Title

    Predictive accuracy based on cognitive approach in web based learning

  • Author

    Jayasimman, L. ; Raj, E. George Dharma Prakash

  • Author_Institution
    Comput. Applic., J.J. Coll. of Eng. & Tech, Tiruchirappalli, India
  • fYear
    2012
  • fDate
    30-31 March 2012
  • Firstpage
    140
  • Lastpage
    143
  • Abstract
    With bandwidth increasing at a constant pace, technology in education has become an important part for delivery of educational content to students. Online learning in various forms is gaining popularity but lacks the adaptability required to hold the learners attention due to its rigid structure. Though animation and powerful graphics enhance the learning content, delivery of content according to learners need is yet to become a reality. It is not possible to build a learning system that can satisfy every learner as some people respond best when they see basic facts on a clean page, others when they have a lot of charts and graphs at their fingertips. To overcome these shortcomings, the content delivery itself can be made dynamic based on the learner´s need. In this paper, we propose a novel method to identify a user´s need based on the cognitive behavior of the user. Based on the response of the user, a decision tree induction algorithm is used to predict the requirements of future users.
  • Keywords
    cognition; computer aided instruction; computer animation; decision trees; distance learning; Web based learning; animation; cognitive approach; content delivery; decision tree induction algorithm; educational content; graphics; online learning; predictive accuracy; Algorithm design and analysis; Animation; Decision trees; Prediction algorithms; Cognitive approach; User interface design; decision tree induction; online learning;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advances in Engineering, Science and Management (ICAESM), 2012 International Conference on
  • Conference_Location
    Nagapattinam, Tamil Nadu
  • Print_ISBN
    978-1-4673-0213-5
  • Type

    conf

  • Filename
    6215587