• DocumentCode
    2485078
  • Title

    Knowledge Based Mechanisms for Tutoring Systems in Science and Engineering

  • Author

    Liew, C.W. ; Shapiro, Joel A. ; Smith, D.E.

  • Author_Institution
    Lafayette Coll., Easton
  • Volume
    2
  • fYear
    2007
  • fDate
    29-31 Oct. 2007
  • Firstpage
    95
  • Lastpage
    102
  • Abstract
    In science and engineering courses, students are often presented a situation for which they are asked to identify the relevant principles and to instantiate them as a set of equations. For an ITS to determine the correctness and relevance of the student´s answer and generate effective feedback, it must map the student variables and equations onto the physical properties and concepts that are relevant to the situation. The space of possible mappings of variables and equations is extremely large. Domain independent techniques by themselves are unable to overcome the complexity hurdles. This paper describes how an ITS can use constraint propagation and algebraic techniques combined with domain and problem-specific knowledge to solve the mapping problem with systems of algebraic equations. The techniques described in this paper have been implemented in the PHYSICS_TUTOR tutoring system and evaluated on three data sets that contain submissions from students in several introductory Physics courses.
  • Keywords
    intelligent tutoring systems; knowledge based systems; algebraic techniques; constraint propagation; domain independent techniques; knowledge based mechanisms; mapping problem; tutoring systems; Artificial intelligence; Computer science; Design engineering; Difference equations; Educational institutions; Feedback; Knowledge engineering; Natural languages; Physics; Plugs;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Tools with Artificial Intelligence, 2007. ICTAI 2007. 19th IEEE International Conference on
  • Conference_Location
    Patras
  • ISSN
    1082-3409
  • Print_ISBN
    978-0-7695-3015-4
  • Type

    conf

  • DOI
    10.1109/ICTAI.2007.91
  • Filename
    4410365