• DocumentCode
    524280
  • Title

    Neural network based intelligent analysis of learners´ response for an e-Learning environment

  • Author

    Chakraborty, Udit Kr ; Roy, Samir

  • Author_Institution
    Dept. of Comput. Sci. & Eng., Sikkim Mainpal Inst. of Technol., Gangtok, India
  • Volume
    2
  • fYear
    2010
  • fDate
    22-24 June 2010
  • Abstract
    This paper presents a novel neural network based scheme for intelligent analysis of learners´ response for an e-Learning environment. The scheme applies to typed-in single-word textual response from the learners´ end. The proposed system is intelligently adaptive to inadvertent mistakes committed by the learner while responding to the system´s queries. Two-layered feed-forward neural net is employed to build the analyzer. Experimental results, carried out on a wide variety of sample responses show that the proposed scheme successfully simulates a human instructor communicating with the learner through single-word typed-in text.
  • Keywords
    computer aided instruction; feedforward neural nets; human computer interaction; e-learning environment; human computer interaction; neural network based intelligent analysis; single-word textual response; single-word typed-in text; system query; two-layered feed-forward neural network; Artificial neural networks; Computer networks; Computer science; Computer science education; Educational technology; Electronic learning; Human computer interaction; Intelligent networks; Intelligent systems; Neural networks; Human Computer Interaction; Multiple Choice Questions; Neural Network; e-Learning;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Education Technology and Computer (ICETC), 2010 2nd International Conference on
  • Conference_Location
    Shanghai
  • Print_ISBN
    978-1-4244-6367-1
  • Type

    conf

  • DOI
    10.1109/ICETC.2010.5529371
  • Filename
    5529371