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Joint exploration of negative academic emotion and topics in student-generated online course comments

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成果类型:
会议论文
作者:
Liu, Zhi*;Yang, Chongyang;Peng, Xian;Sun, Jianwen(孙建文);Liu, Sannyuya
通讯作者:
Liu, Zhi
作者机构:
[Sun, Jianwen; Liu, Sannyuya; Liu, Zhi; Peng, Xian; Yang, Chongyang] Cent China Normal Univ, Natl Engn Lab Educ Big Data, Natl Engn Res Ctr E Learning, Wuhan, Hubei, Peoples R China.
通讯机构:
[Liu, Zhi] C
Cent China Normal Univ, Natl Engn Lab Educ Big Data, Natl Engn Res Ctr E Learning, Wuhan, Hubei, Peoples R China.
语种:
英文
关键词:
Negative Topics;Emotion Topic Joint Probabilistic Model (ETJM);student-generated comments (SGCs);sentiment analysis
期刊:
2017 6TH INTERNATIONAL CONFERENCE OF EDUCATIONAL INNOVATION THROUGH TECHNOLOGY (EITT)
ISSN:
2168-944X
年:
2017
页码:
89-93
会议名称:
6th International Conference of Educational Innovation through Technology (EITT)
会议论文集名称:
Proceedings of the International Conference of Educational Innovation through Technology
会议时间:
DEC 07-09, 2017
会议地点:
Waseda Univ, Osaka, JAPAN
会议主办单位:
Waseda Univ
会议赞助商:
China NE Normal Univ, Soc Int Chinese Educ Technol, JETDE, IEEE Comp Soc
主编:
Liu, J Nishimura, S Zhang, H Jin, Q
出版地:
345 E 47TH ST, NEW YORK, NY 10017 USA
出版者:
IEEE
ISBN:
978-1-5386-0629-2
基金类别:
National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [61702207, 61702211]; MOE (Ministry of Education in China) Project of Humanities and Social Sciences [16YJC880052]; China Scholarship CouncilChina Scholarship Council [201706775022]; National Social Science Fund Project of China [14BGL131]; Ministry of Education-China Mobile [MCM20160401]
机构署名:
本校为第一且通讯机构
院系归属:
国家数字化学习工程技术研究中心
摘要:
Currently, with the increasing advancement of interactive learning technologies in MOOCs, a large number of student-generated comments (SGCs) have been substantially produced with two primary emotions (positive and negative). The emotional orientations are typically related with specific learning topics or aspects discussed, which is of value to offer abundant academic feedbacks for teachers and developers. Especially, the negative emotion and topics can be exploited to get an in-depth insight of the problems and barriers encountered by learners in online learning. However, it is challenging t...

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