Research on the Promotion of Students' Online Learning Engagement Based on Association Cluster Analysis

L. YuWen, G. Yanping
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引用次数: 2

Abstract

By comparing the effect of online and offline class of students of all ages in Linfen City and their satisfaction with online class, this paper finds that the learning engagement of students in the learning process has a great impact on the learning effect. Generally, learning engagement is divided into behavioral engagement, cognitive engagement and emotional engagement. This paper designs a questionnaire from these three aspects to analyze the learning behavior of students in Linfen City, and discusses the relationship between learning engagement and learning effect through association analysis and clustering method. The analysis results show that the more behavioral engagement, the more positive impact on learning effect. Although emotional engagement has a positive impact on learning effect, it is not completely positive correlation with learning effect. Finally, through association analysis and density analysis, this paper discusses the main factors affecting behavior engagement. Teachers and parents can give students targeted attention according to the founded main factors, so as to help students improve their online learning engagement.
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基于关联聚类分析的学生在线学习参与度提升研究
本文通过比较临汾市各年龄段学生线上和线下课堂的效果以及对线上课堂的满意度,发现学生在学习过程中的学习投入程度对学习效果有很大影响。一般来说,学习投入分为行为投入、认知投入和情感投入。本文从这三个方面设计问卷,分析临汾市学生的学习行为,并通过关联分析和聚类方法探讨学习投入与学习效果之间的关系。分析结果表明,行为投入越多,对学习效果的积极影响越大。情绪投入虽然对学习效果有正向影响,但与学习效果并不是完全正相关。最后,通过关联分析和密度分析,探讨了影响行为投入的主要因素。教师和家长可以根据所发现的主要因素给予学生针对性的关注,从而帮助学生提高在线学习的参与度。
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