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  • 标题:Uncertainty management using bayesian networks in student knowledge diagnosis
  • 本地全文:下载
  • 作者:Adina COCU, Diana STEFANESCU
  • 期刊名称:Annals of “Dunarea de Jos”
  • 印刷版ISSN:1221-454X
  • 出版年度:2005
  • 卷号:2005
  • 出版社:“Dunarea de Jos” University of Galati
  • 摘要:In intelligent tutoring systems, student or user modeling implies dealing with imperfect and uncertain knowledge. One of the artificial intelligence techniques used for uncertainty management is that of Bayesian networks. This paradigm is recommended in the situation when exist dependencies between data and qualitative information about these data. In this work we present a student knowledge diagnosis model based on representation with Bayesian networks. The educational system incorporate a multimedia interface for accomplishes the testing tools. The results of testing sessions are represented and interpreted with probability theory in order to ensure an adapted support for the student. The aims of the computer assisted application that contains this diagnose module are to support the student in personalized learning process and errors explanation.
  • 关键词:numerical uncertainty management, intelligent computer based learning system, Bayesian network, probability theory, student diagnosis.
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