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Alignment of teacher's plan and students' use of LMS resources. Analysis of Moodle logs

机译:调整教师的计划和学生使用LMS资源。面条日志分析

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Learning Management Systems (LMS) can generate log files that can give some insight of the way students face the proposed learning activities. Analyzing such logs, either from the perspective of the course materials or from the students' behaviour point of view is a necessity for teachers in order to modify and improve the proposed courses. In this paper we apply process mining techniques to analyze such logs. We are interested in studying the students' use of the learning resources, the students' fitness with respect to the planned assignments and the relationship between the students' behaviour and their final marks, for instance. A log analysis system has been implemented based on a Linear Temporal Logic (LTL) model checking tool and a set of general patterns making easier querying about students' behavioral aspects is proposed. The utility of the system is shown by means of the analysis of Moodle logs corresponding to a course related to Computer Science.
机译:学习管理系统(LMS)可以生成日志文件,该文件可以提供一些有关学生面对拟议的学习活动的方式的见解。无论是从课程材料的角度还是从学生行为的角度分析此类日志,对于教师来说都是必要的,以便修改和改进所提议的课程。在本文中,我们应用过程挖掘技术来分析此类日志。例如,我们有兴趣研究学生对学习资源的使用,学生对计划作业的适应性以及学生的行为与其最终成绩之间的关系。已经基于线性时态逻辑(LTL)模型检查工具实现了日志分析系统,并提出了一套简化查询学生行为方面的通用模式。通过对与计算机科学相关的课程相对应的Moodle日志进行分析,可以显示该系统的实用性。

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