EduVis: visualizing educational information

Vilma Jordão, D. Gonçalves, S. Gama
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引用次数: 13

Abstract

A successful analysis of educational processes may help enhance success. Data Mining techniques, despite allowing analysis of such data, result in an extensive set of symbolic patterns that are difficult to understand. Visualization may overcome this limitation due to its potential to display large quantities of data while alleviating cognitive load. We developed a visualization that allows the analysis of patterns obtained by using educational data mining techniques to gather patterns of interdependences among courses in a university program. We created EduVis, a coordinated visualization which takes advantage of two different, complementary, tools: a multi-layered visualization and a multi-matrix representation of courses and corresponding relationships. Preliminary user tests have shown that EduVis makes important patterns immediately perceivable, suggesting that a small number of adjustments will realize its full potential for visualizing educational information.
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可视化教育信息
对教育过程的成功分析可能有助于提高成功。数据挖掘技术尽管允许对此类数据进行分析,但却产生了一组难以理解的广泛的符号模式。可视化可以克服这一限制,因为它有可能显示大量数据,同时减轻认知负荷。我们开发了一种可视化方法,允许对使用教育数据挖掘技术获得的模式进行分析,以收集大学课程中课程之间相互依赖的模式。我们创建了EduVis,这是一种协调的可视化工具,它利用了两种不同的、互补的工具:多层可视化和课程及其对应关系的多矩阵表示。初步的用户测试表明,EduVis使重要的模式立即可见,这表明少量的调整将充分发挥其可视化教育信息的潜力。
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