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A Method of Automatically Identifying Learners' help-seeking Behavior Classifications in Online Learning Environment

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成果类型:
期刊论文、会议论文
作者:
Ye, Junmin*;Zhao, Lixian;Luo, Daxiong;Wang, Zhifeng;Chen, Shu
通讯作者:
Ye, Junmin
作者机构:
[Ye, Junmin; Chen, Shu; Zhao, Lixian; Luo, Daxiong] CCNU, Sch Comp, Wuhan, Hubei, Peoples R China.
[Wang, Zhifeng] CCNU, Sch Educ Informat Technol, Wuhan, Hubei, Peoples R China.
通讯机构:
[Ye, Junmin] C
CCNU, Sch Comp, Wuhan, Hubei, Peoples R China.
语种:
英文
关键词:
learner's help-seeking behavior classification;K-Means clustering algorithm;t-distributed Stochastic Neighbor Embedding algorithm;Naive Bayesian classification algorithm
期刊:
2ND INTERNATIONAL CONFERENCE ON DATA SCIENCE AND BUSINESS ANALYTICS (ICDSBA 2018)
年:
2018
页码:
255-258
会议名称:
2nd International Conference on Data Science and Business Analytics (ICDSBA)
会议时间:
SEP 21-23, 2018
会议地点:
Changsha, PEOPLES R CHINA
会议主办单位:
[Ye, Junmin;Zhao, Lixian;Luo, Daxiong;Chen, Shu] CCNU, Sch Comp, Wuhan, Hubei, Peoples R China.^[Wang, Zhifeng] CCNU, Sch Educ Informat Technol, Wuhan, Hubei, Peoples R China.
会议赞助商:
IRNet China Acad Commun Ctr
主编:
Patnaik, S
出版地:
345 E 47TH ST, NEW YORK, NY 10017 USA
出版者:
IEEE
ISBN:
978-1-5386-8431-3
基金类别:
Projects of the Social Science and Humanity Fund of the Ministry of Education [15YJA880095]
机构署名:
本校为第一且通讯机构
院系归属:
计算机学院
教育信息技术学院
摘要:
In the online learning environment, identifying learners' behaviors in the learning process can help them improve their learning effect autonomously. Firstly, we use K-Means algorithm to cluster the learner's help-seeking behavior data to get the classification label of the learner's help-seeking behavior. Secondly, we use the t-distributed Stochastic Neighbor Embedding(T-sne) algorithm to reduce the dimension of the data to visualize the clustering result. Finally, the learner's help-seeking behavior data and the help-seeking behavior classification labels are used as training data to train t...

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