Towards a better understanding of the role of visualization in online learning: A review

被引:11
|
作者
Zhang, Gefei [1 ]
Zhu, Zihao [1 ]
Zhu, Sujia [1 ]
Liang, Ronghua [1 ]
Sun, Guodao [1 ]
机构
[1] Zhejiang Univ Technol, Coll Comp Sci & Technol, Hangzhou 310023, Peoples R China
来源
VISUAL INFORMATICS | 2022年 / 6卷 / 04期
基金
中国国家自然科学基金;
关键词
Visualization in education; Online learning; Visual analytics; VISUAL ANALYTICS; TOOL; STUDENTS; INSTRUCTORS; COURSEVIS; SYSTEM;
D O I
10.1016/j.visinf.2022.09.002
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the popularity of online learning in recent decades, MOOCs (Massive Open Online Courses) are increasingly pervasive and widely used in many areas. Visualizing online learning is particularly important because it helps to analyze learner performance, evaluate the effectiveness of online learning platforms, and predict dropout risks. Due to the large-scale, high-dimensional, and heterogeneous characteristics of the data obtained from online learning, it is difficult to find hidden information. In this paper, we review and classify the existing literature for online learning to better understand the role of visualization in online learning. Our taxonomy is based on four categorizations of online learning tasks: behavior analysis, behavior prediction, learning pattern exploration and assisted learning. Based on our review of relevant literature over the past decade, we also identify several remaining research challenges and future research work. (c) 2022 The Authors. Published by Elsevier B.V. on behalf of Zhejiang University and Zhejiang University Press Co. Ltd. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
引用
收藏
页码:22 / 33
页数:12
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