Searching for Behavior Patterns of Students in Different Training Modalities through Learning Management Systems

Magdalena Cantabella, Elisabeth Dominguez de la Fuente, Raquel Martínez-España, Belén Ayuso, Andrés Muñoz
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引用次数: 3

Abstract

The behavior of university students is a field of study on the rise, whose main objective is the search for patterns that help improve their learning process. This paper analyzes the use of Learning Management Systems (LMS) in Higher Education and the interactions with their different tools from the students' viewpoint. For the analysis of the student activity statistical techniques and algorithms are extending to be used for big data platform. The information extracted from each student is based both on the events held in each session and on the number of sessions held. The analyzed data belongs to subjects of different modalities (on-campus, blended, online). The results of the methods are compared and discussed regarding the learning modalities. The results are interpreted in a discussion focus obtaining satisfactory knowledge for the identification of patterns of behavior.
通过学习管理系统寻找不同训练方式下学生的行为模式
大学生行为是一个正在兴起的研究领域,其主要目标是寻找有助于改善他们学习过程的模式。本文从学生的角度分析了学习管理系统(LMS)在高等教育中的应用及其与不同工具的交互作用。对于学生活动的分析,统计技术和算法正在向大数据平台扩展。从每个学生中提取的信息是基于每个会话中所举行的事件和所举行的会话数量。分析的数据属于不同模式的主体(校内、混合、在线)。从学习方式的角度比较和讨论了这些方法的结果。在讨论焦点中对结果进行了解释,为识别行为模式提供了满意的知识。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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