Analysing users' access logs in Moodle to improve e learning

Cássia Blondet Baruque, M. Amaral, Alexandre Barcellos, J. Freitas, C. J. Longo
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引用次数: 23

Abstract

In this work the UFSC (Federal University of Santa Catarina) and the FGV-RJ (Fundação Getúlio Vargas do Rio de Janeiro) jointly propose the use of a data mining tool to support the analysis of trends, students profiles, as well as to estimate or foresee the usability level of courses being offered, via Moodle, in the Education area. The study carried out by UFSC on the Moodle database allowed a deep understanding of its database, thus making it easier for the Moodle community to execute important tasks, such as the maintenance of the Moodle database, its adaptation following an institutional customization, and, also, a data mart project by the FGV-Online Program to make the necessary analysis possible. In the end of this paper, an example on its applicability is presented, using the association rules technique. Once a data mart oriented to the analysis of the system's usability is developed, various analyses with different objectives can be executed using the database. Some may use the method proposed here or others, including different data mining approaches, such as clustering, neural networks etc. As such, a new contribution is given to the Moodle community.
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分析Moodle中用户的访问日志,以改进电子学习
在这项工作中,UFSC(圣卡塔琳娜联邦大学)和FGV-RJ (funda o Getúlio Vargas do Rio de Janeiro)联合提议使用数据挖掘工具来支持趋势分析,学生概况,以及估计或预见通过Moodle在教育领域提供的课程的可用性水平。UFSC对Moodle数据库进行的研究使人们对其数据库有了深入的了解,从而使Moodle社区更容易执行重要任务,例如维护Moodle数据库,根据机构定制对其进行调整,以及fgv在线计划的数据集市项目,使必要的分析成为可能。最后给出了一个应用关联规则技术的应用实例。一旦开发了面向系统可用性分析的数据集市,就可以使用数据库执行具有不同目标的各种分析。有些人可能会使用这里提出的方法或其他方法,包括不同的数据挖掘方法,如聚类,神经网络等。因此,对Moodle社区做出了新的贡献。
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