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首页> 外文期刊>IEEE Transactions on Knowledge and Data Engineering >Curriculum knowledge representation and manipulation in knowledge-based tutoring systems
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Curriculum knowledge representation and manipulation in knowledge-based tutoring systems

机译:基于知识的辅导系统中的课程知识表示和操作

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A knowledge-based tutoring system (KBTS) is a computer-based instructional system that uses artificial intelligence techniques to help people learn some subjects. We found that the knowledge communication process involving a KBTS and a human student can be decomposed into a series of communication cycles, where each cycle concentrates on one topic and contains four major phases: planning, discussing, evaluating and remedying. The major contributions of this work are the development of a generic architecture for supporting the knowledge communication between a KBTS and a student, and a graphical notation and schema for supporting the curriculum knowledge representation and manipulation during the planning phase of a tutoring process. The curriculum knowledge about a course can help a tutoring system determine the sequences in which the topics will be discussed with the students effectively and diagnose the students' mistakes. The curriculum knowledge base contains the goal structure of the course, prerequisite relations, and multiple ways of organizing topics, among others. As an example, we focus on developing SQL-TUTOR, a KBTS for the domain of SQL programming. This system has features such as an efficient control mechanism, explicit curriculum knowledge representation, and individualized private tutoring. For allowing the students relative freedom to decide how to study the domain knowledge about a subject, the system provides the students with a group of operators to hand-tailor the learning schedules according to their special backgrounds, requests, and interests.
机译:基于知识的辅导系统(KBTS)是基于计算机的教学系统,它使用人工智能技术来帮助人们学习某些学科。我们发现,涉及KBTS和人类学生的知识交流过程可以分解为一系列交流周期,其中每个周期集中于一个主题,并包含四个主要阶段:计划,讨论,评估和补救。这项工作的主要贡献是开发了一种通用的体系结构,以支持KBTS和学生之间的知识交流,以及一种图形表示法和模式,以在辅导过程的规划阶段支持课程知识的表示和操作。有关课程的课程知识可以帮助补习系统确定与学生有效讨论话题的顺序,并诊断学生的错误。课程知识库包含课程的目标结构,前提条件关系以及组织主题的多种方式等。例如,我们专注于开发SQL-TUTOR,这是用于SQL编程领域的KBTS。该系统具有诸如高效的控制机制,明确的课程知识表示以及个性化的私人补习等功能。为了允许学生相对自由地决定如何学习有关学科的领域知识,该系统为学生提供了一组运算符,以根据他们的特殊背景,要求和兴趣来量身定制学习时间表。

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