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Online Learning Engagement Recognition Using Bidirectional Long-Term Recurrent Convolutional Networks

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成果类型:
期刊论文
作者:
Ma, Yujian;Wei, Yantao;Shi, Yafei;Li, Xiuhan;Tian, Yi;...
通讯作者:
Yantao Wei
作者机构:
[Li, Xiuhan; Zhao, Zhongjin; Ma, Yujian; Wei, Yantao; Tian, Yi] Cent China Normal Univ, Hubei Res Ctr Educ Informationizat, Wuhan 430079, Peoples R China.
[Li, Xiuhan; Zhao, Zhongjin; Ma, Yujian; Wei, Yantao; Tian, Yi] Cent China Normal Univ, Fac Artificial Intelligence Educ, Wuhan 430079, Peoples R China.
[Shi, Yafei] Northwest Normal Univ, Sch Educ Technol, Lanzhou 730070, Peoples R China.
通讯机构:
[Yantao Wei] H
Hubei Research Center for Educational Informationization, Central China Normal University, Wuhan 430079, China<&wdkj&>Faculty of Artificial Intelligence in Education, Central China Normal University, Wuhan 430079, China<&wdkj&>Author to whom correspondence should be addressed.
语种:
英文
关键词:
online learning;learning engagement;deep learning;learning evaluation
期刊:
Sustainability
ISSN:
2071-1050
年:
2023
卷:
15
期:
1
页码:
198-
基金类别:
Conceptualization, Y.M., Y.S. and Y.W.; methodology, Y.W. and Y.M.; software, Y.M.; validation, Y.M., X.L. and Y.W.; formal analysis, Y.M., Y.T., Z.Z. and Y.W.; resources, Y.M., Y.S. and Y.W.; data curation, Y.M., Y.T. and Z.Z.; writing—original draft preparation, Y.M.; writing—review and editing, Y.W., Y.S. and X.L.; visualization, Y.M. and Y.S.; supervision, X.L. and Y.W.; project administration, Y.W.; funding acquisition, Y.W. All authors have read and agreed to the published version of the manuscript. This work was supported in part by the National Natural Science Foundation of China under Grant 62277029, the National Collaborative Innovation Experimental Base Construction Project for Teacher Development of Central China Normal University under Grant CCNUTEIII-2021-19, the Humanities and Social Sciences of China MOE under Grants 20YJC880100 and 22YJC880061, the Fundamental Research Funds for the Central Universities under Grant CCNU22JC011, and Knowledge Innovation Project of Wuhan under Grant 2022010801010274.
机构署名:
本校为第一机构
摘要:
Background: Online learning is currently adopted by educational institutions worldwide to provide students with ongoing education during the COVID-19 pandemic. However, online learning has seen students lose interest and become anxious, which affects learning performance and leads to dropout. Thus, measuring students’ engagement in online learning has become imperative. It is challenging to recognize online learning engagement due to the lack of effective recognition methods and publicly accessible datasets. Methods: This study gathered a larg...

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