• DocumentCode
    1215577
  • Title

    Knowledge-based web-enabled agents and intelligent tutoring systems

  • Author

    Piramuthu, Selwyn

  • Author_Institution
    Decision & Inf. Sci., Univ. of Florida, Gainesville, FL, USA
  • Volume
    48
  • Issue
    4
  • fYear
    2005
  • Firstpage
    750
  • Lastpage
    756
  • Abstract
    Intelligent tutoring systems have been in existence for decades, and their characteristics can be beneficially applied in environments utilizing information and communication technology (ICT). The "intelligence" in these systems is seen through the way these systems adapt themselves to the characteristics of the students, such as speed of learning, specific areas in which the student excels as well as falls behind, and rate of learning as more knowledge is learned. In such intelligent learning environments, the agent or set of agents can be modeled to perform pedagogical tasks. This paper considers the necessary characteristics that constitute a good intelligent tutoring system. This paper introduces a framework incorporating an incremental machine-learning approach to capture 1) the dynamics of knowledge creation in the domain of interest and 2) the learned-knowledge content of the student over time. Some of the components of the proposed system are illustrated using examples from an introductory course on database design.
  • Keywords
    Internet; educational courses; intelligent tutoring systems; learning (artificial intelligence); database design course; incremental machine-learning approach; information and communication technology; intelligent learning environments; intelligent tutoring systems; knowledge-based Web-enabled agents; learned-knowledge content; student learning; Communications technology; Computer science education; Databases; Educational technology; Feedback; Intelligent agent; Intelligent systems; Knowledge based systems; Learning systems; Machine learning; Agent-based; intelligent tutoring systems; knowledge-based system; machine learning; virtual learning environments;
  • fLanguage
    English
  • Journal_Title
    Education, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9359
  • Type

    jour

  • DOI
    10.1109/TE.2005.854574
  • Filename
    1532385