Process mining to discover online learning behaviour

H. S. Husin, Muhammad Sufiyan Abdul Wahid, M. Zuhairi, Zuraini Zainol
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Abstract

This study is based on a private university in Malaysia that has developed a Moodle-based online learning environment. Since the introduction of e-learning, all materials, including lecture notes, data, and discussions, are performed within the e-learning platform. To understand more about how the e-learning platform has been used, the research will concentrate on the data of study activity event logs in selected three academic weeks in 2020. The methodology includes phases of data extraction, data processing, data mining, analysis, and evaluation. To understand more about the mechanics of the e-learning process, the outcomes of each process are investigated. Based on the method previously stated, the utilization pattern of the UniKL VLE platform can be effectively investigated. A process model is generated by using the process discovery process available in the Flexicon Disco tool. Subsequently, the process model may enable the process to be improved and as such, could further enhance the existing e-learning platform.
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过程挖掘以发现在线学习行为
本研究以马来西亚一所私立大学为基础,该大学开发了一个基于moodle的在线学习环境。自从引入电子学习以来,所有的材料,包括课堂笔记、数据和讨论,都是在电子学习平台上进行的。为了更好地了解电子学习平台的使用情况,本研究将集中研究2020年选定的三个学周的学习活动事件日志数据。该方法包括数据提取、数据处理、数据挖掘、分析和评估等阶段。为了更多地了解电子学习过程的机制,我们研究了每个过程的结果。基于上述方法,可以有效地研究UniKL VLE平台的利用模式。过程模型是通过使用Flexicon Disco工具中提供的过程发现过程生成的。随后,流程模型可以使流程得到改进,从而可以进一步增强现有的电子学习平台。
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