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A Detection Model for E-Learning Behavior Problems of Student Based on Text-Mining

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成果类型:
期刊论文、会议论文
作者:
Peng, Wenhui*;Wang, Zhongguo;Zheng, Junyi
通讯作者:
Peng, Wenhui
作者机构:
[Peng, Wenhui; Wang, Zhongguo] Cent China Normal Univ, Sch Educ Informat Technol, Wuhan 430079, Peoples R China.
[Wang, Zhongguo] Nanyang Normal Univ, Sch Journalism & Commun, Nanyang 473061, Peoples R China.
[Zheng, Junyi] Wuhan Univ Technol, Sch Mech & Elect Engn, Wuhan 430070, Peoples R China.
通讯机构:
[Peng, Wenhui] C
Cent China Normal Univ, Sch Educ Informat Technol, Wuhan 430079, Peoples R China.
语种:
英文
关键词:
Detection model;E-learning;E-learning behavior problems;Text mining
期刊:
Advances in Intelligent Systems and Computing
ISSN:
2194-5357
年:
2020
卷:
1126
页码:
404-413
会议名称:
3rd International Conference of Artificial Intelligence, Medical Engineering, Education, AIMEE 2019
会议论文集名称:
Advances in Artificial Systems for Medicine and Education III
会议时间:
1 October 2019 through 3 October 2019
会议地点:
Russian Acad Sci, Mech Engn Inst, Moscow, RUSSIA
会议主办单位:
Russian Acad Sci, Mech Engn Inst
主编:
Hu Z.Petoukhov S.He M.
出版地:
GEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND
出版者:
Springer
ISBN:
9783030391614
基金类别:
Acknowledgements. This work was supported by Chinese Ministry of Education & China Mobile under Grant [number: MCM20170502]; Department of Science and Technology of Hubei Province of China under Grant [number: 2017ACA105].
机构署名:
本校为第一且通讯机构
院系归属:
教育信息技术学院
摘要:
Finding a solution to reduce academic risk is an often-required task in online and hybrid courses. It is insufficient for teachers to rely on intuition and experience to identify the students with potential academic risk in e-learning. Therefore, in this study, we propose a detection model to automatically detect e-learning behavior problems of students. We used web course as pre-class learning task in information technology and curriculum integration course in the fall semester of 2018 at Central China Normal University, and recorded one semes...

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