• DocumentCode
    1730455
  • Title

    Work in Progress: Practical Computerized Adaptive Assessment based on Bayesian decision theory

  • Author

    Marinagi, Catherine C. ; Kaburlasos, Vassilis G.

  • Author_Institution
    Dept. of Ind. Informatics, Technol. Educ. Instn. of Kavala
  • fYear
    2006
  • Firstpage
    23
  • Lastpage
    24
  • Abstract
    This work reports on the development of a novel software tool, namely Module for Adaptive Assessment of Students or MAAS for short, for adaptive multi-user Web-based assessment. The framework of Bayesian decision theory has been used for sequential mastery testing to classify students as masters or non-masters based on their responses to adaptively selected test items. MAAS applies a naive Bayesian decision model to adaptive testing, assuming many levels of student performance and taking into account not only right/wrong, but also blank answers. MAAS is embedded in a software platform, namely Platform for Adaptive and Reliable Evaluation of Students or PARES. MAAS is currently in a pilot use both for formative assessment and self-assessment. A preliminary experiment of using MAAS under real world conditions is described
  • Keywords
    Bayes methods; Internet; computer aided instruction; decision theory; educational administrative data processing; groupware; Bayesian decision theory; Module for Adaptive Assessment of Students; Platform for Adaptive and Reliable Evaluation of Students; adaptive multiuser Web-based assessment; computerized adaptive assessment; formative assessment; naive Bayes; sequential mastery testing; software tool; student classification; student performance; Bayesian methods; Computer industry; Decision theory; Embedded software; Informatics; Sequential analysis; Shipbuilding industry; Software tools; State estimation; Testing; Bayesian decision theory; Computerized adaptive assessment;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Frontiers in Education Conference, 36th Annual
  • Conference_Location
    San Diego, CA
  • ISSN
    0190-5848
  • Print_ISBN
    1-4244-0256-5
  • Electronic_ISBN
    0190-5848
  • Type

    conf

  • DOI
    10.1109/FIE.2006.322681
  • Filename
    4117167