Covid-19 and E-Learning: An Exploratory Analysis of Research Topics and Interests in E-Learning During the Pandemic

被引:9
|
作者
Gurcan, Fatih [1 ]
Dalveren, Gonca Gokce Menekse [2 ]
Derawi, Mohammad [3 ]
机构
[1] Karadeniz Tech Univ, Fac Engn, Dept Comp Engn, TR-61080 Trabzon, Turkey
[2] Atilim Univ, Fac Engn, Dept Software Engn, TR-06830 Ankara, Turkey
[3] Norwegian Univ Sci & Technol, Dept Elect Syst, N-2815 Gjovik, Norway
关键词
E-learning trends; topic modeling; n-grams; covid-19; topic discovery; EVOLUTION; TRENDS; IMPACT;
D O I
10.1109/ACCESS.2022.3224034
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
E-learning has gained further importance and the amount of e-learning research and applications has increased exponentially during the COVID-19 pandemic. Therefore, it is critical to examine trends and interests in e-learning research and applications during the pandemic period. This paper aims to identify trends and research interests in e-learning articles related to COVID-19 pandemic. Consistent with this aim, a semantic content analysis was conducted on 3562 peer-reviewed journal articles published since the beginning of the COVID-19 pandemic, using the N-gram model and Latent Dirichlet Allocation (LDA) topic modeling approach. Findings of the study revealed the high-frequency bigrams such as "online learn ", "online education ", "online teach " and "distance learn ", as well as trigrams such as "higher education institution ", "emergency remote teach ", "education online learn " and "online teach learn ". Moreover, the LDA topic modeling analysis revealed 42 topics. The topics of "Learning Needs ", "Higher Education " and "Social Impact " respectively were the most focused topics. These topics also revealed concepts, dimensions, methods, tools, technologies, applications, measurement and evaluation models, which are the focal points of e-learning field during the pandemic. The findings of the study are expected to provide insights to researchers and future studies.
引用
收藏
页码:123349 / 123357
页数:9
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