会议专题

SMOTE algorithm applying imbalanced data in higher education

  In order to improve student achievement level and management ability of college,we focus on to achive the university student achievement warning system.In the practical application of College Students performance analysis,we find that there was imbalanced data,and the proportion of the students who are dropped out of school and the students are notdropped is serious imbalanced.To solve the problem,this paper uses SMOTE algorithm to add the minority class data based the matlab platform to get balanced data,which avoids the over fitting problem that using the traditional method.

imbalanced data smote algorithm higher education

Mengjie Zhang Jing Yang

School of computer science and technology, Guizhou University, China

国际会议

2016 2nd International Conference on Mechanical, Electronic and Information Technology Engineering(2016机械、电子和信息技术国际会议)

重庆

英文

185-188

2016-03-21(万方平台首次上网日期,不代表论文的发表时间)