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Design of Individualizing Learning Framework with Fuzzy Expert System and Variable Learning Route Model: A Case Study of UML

机译:基于模糊专家系统和可变学习路径模型的个性化学习框架设计:以UML为例

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In this paper, we discuss how a fuzzy expert system is utilized in education. We present a conceptual framework for designing individualizing learning materials using a fuzzy expert system and a variable learning route model. The framework can help teachers to design their customized teaching materials for individual students based on the academic achievements of the students. In the framework, we first use pre-assessment to evaluate the students' academic achievements. The fuzzy expert system is then used to select suitable learning material for the students according to their academic achievements. The variable learning route model serves to determine the adaptive learning paths for the students based on the results of the fuzzy expert system. We introduce the concepts of the learning model with a simulative example. Unified Modeling Language (UML) is utilized in this paper to describe the structures and behaviors of the proposed framework. Discussion and concluding remarks are finally provided at the end of this paper.
机译:在本文中,我们讨论了如何在教育中利用模糊专家系统。我们提出了一个概念框架,用于使用模糊专家系统和可变学习路径模型来设计个性化学习材料。该框架可以帮助教师根据学生的学业成绩为个别学生设计定制的教材。在框架中,我们首先使用预评估来评估学生的学习成绩。然后使用模糊专家系统根据学生的学习成绩为他们选择合适的学习材料。可变学习路径模型用于根据模糊专家系统的结果确定学生的自适应学习路径。我们通过一个模拟示例介绍学习模型的概念。本文使用统一建模语言(UML)来描述所提出框架的结构和行为。最后在本文末尾进行了讨论和总结。

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