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Analyzing the students' behavior and relevant topics in virtual learning communities

机译:分析虚拟学习社区中学生的行为和相关主题

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摘要

The constant development of new Internet platforms is shifting the users' role of such platforms, from viewers to main actors. In the field of education, faculty can take advantage of these new technologies for the design of pedagogical contents. The face-to-face observation of behavioral patterns allows faculty to detect and track new problems, and to apply possible corrections which would improve the learning/ teaching process. However, with a distance methodology, these observations are not possible. When forums are created they are intended to discuss particular topics. It is relevant to monitor that the topics discussed are the intended ones in order to achieve course objectives. To tackle this shortcoming, our work studies the dynamics of relevant topics in on-line asynchronous discussion forums, and this is done by analyzing the large amount of students' interactions generated in the forums of our Learning Management System (LMS). In particular, we analyze the students' behavior patterns in the forums of a distance subject, and characterize the relevant topics and subtopics from the forums' messages belonging to two academic years. From the statistical and graphical results obtained, a set of valuable recommendations are also given.
机译:新的Internet平台的不断发展正在将这种平台的用户角色从观众转移到主要角色。在教育领域,教师可以利用这些新技术来设计教学内容。通过面对面观察行为模式,教师可以检测和跟踪新问题,并进行可能的纠正,从而改善学习/教学过程。但是,使用距离方法,这些观察是不可能的。创建论坛时,它们旨在讨论特定主题。有必要监视讨论的主题是预期的主题,以实现课程目标。为了解决这个缺点,我们的工作是在在线异步讨论论坛中研究相关主题的动态,这是通过分析学习管理系统(LMS)论坛中产生的大量学生互动来完成的。特别是,我们分析了远程学科论坛中学生的行为方式,并根据属于两个学年的论坛信息来表征相关主题和子主题。根据获得的统计和图形结果,还提供了一组有价值的建议。

著录项

  • 来源
    《Computers in Human Behavior》 |2014年第2期|659-669|共11页
  • 作者单位

    Control and Communication System Department, Faculty of Computer Science, Spanish University for Distance Education, UNED, C/Juan del Rosal, 16, 28040 Madrid, Spain;

    Control and Communication System Department, Faculty of Computer Science, Spanish University for Distance Education, UNED, C/Juan del Rosal, 16, 28040 Madrid, Spain;

    Control and Communication System Department, Faculty of Computer Science, Spanish University for Distance Education, UNED, C/Juan del Rosal, 16, 28040 Madrid, Spain;

    Control and Communication System Department, Faculty of Computer Science, Spanish University for Distance Education, UNED, C/Juan del Rosal, 16, 28040 Madrid, Spain;

    Control and Communication System Department, Faculty of Computer Science, Spanish University for Distance Education, UNED, C/Juan del Rosal, 16, 28040 Madrid, Spain;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Learning analytics; Students' behavior; Topic characterization; Virtual communities;

    机译:学习分析;学生的行为;主题表征;虚拟社区;

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