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田锋

博士生导师
硕士生导师
职称:教授
教师姓名:田锋
电子邮箱:
学历:博士研究生毕业
性别:男
学位:博士
在职信息:在职
毕业院校:西安交通大学
所属院系:计算机科学与技术学院
学科:控制科学与工程
论文成果
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Identifying at-risk students based on Phased Prediction Model
发布时间:2025-04-30    点击次数:

发布时间:2025-04-30

论文名称:Identifying at-risk students based on Phased Prediction Model

发表刊物:Knowledge and Information Systems

摘要:Identifying at-risk students is one of the most important issues in online education. During different stages of a semester, students display various online learning behaviors. Therefore, we propose a phased prediction model to predict at-risk students at different stages of a semester. We analyze students’ individual characteristics and online learning behaviors, extract features that are closely related to their learning performance, and propose combined feature sets based on a time window constraint strategy and a learning time threshold constraint strategy. The results of our experiments show that the precision of the proposed model in different phases is from 90.4 to 93.6%.
DOI:10.1007/s10115-019-01374-x

合写作者:陈妍,郑庆华,姬曙光,田锋(通讯作者)等

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发表时间:2019-06-06