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Behaviour Analytics - A Moodle Plug-in to Visualize Students' Learning Patterns

机译:行为分析-一个Moodle插件,用于可视化学生的学习模式

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Learning Management System (LMS) is widely used in higher education. How to track students' learning behaviours in a LMS like Moodle becomes an important issue. This research designs a Moodle plug-in that not only can visualize students' learning behaviour patterns from the log but also can cluster students into different groups based on their behaviour patterns. Teachers can easily see how students went through one learning object to another; review the common learning pattern that students in the same group have; and, annotate the learning pattern a group or an individual student has based on his or her observations on the pattern's details. The annotations made by the teacher can be a support for researchers to further analyse and design mechanism and algorithm to automatic recognize and identify a student's characteristics and conditions like learning styles, preferences, at-risk, and potential required assistances via the features extracted from a learning pattern and notify the teacher or administrative staff automatically.
机译:学习管理系统(LMS)在高等教育中得到了广泛的应用。如何在Moodle这样的LMS中跟踪学生的学习行为成为一个重要的问题。本研究设计了一个Moodle插件,不仅可以从日志中可视化学生的学习行为模式,还可以根据他们的行为模式将学生分为不同的组。教师可以很容易地看到学生如何从一个学习对象到另一个学习对象;回顾同一组学生的共同学习模式;并且,根据学生对学习模式细节的观察,对他们的学习模式进行注释。教师所做的注释可以支持研究人员进一步分析和设计机制和算法,通过从学习模式中提取的特征自动识别和识别学生的特征和条件,如学习风格、偏好、风险和潜在的所需帮助,并自动通知教师或管理人员。

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