SMOTE algorithm applying imbalanced data in higher education

DOI

10.2991/itoec-16.2016.33How to use a DOI?

Keywords

imbalanced data;smote algorithm;higher education

Abstract

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.

Copyright

© 2016, the Authors. Published by Atlantis Press.

Open Access

This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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TY  - CONF
AU  - Mengjie Zhang
AU  - Jing Yang
PY  - 2016/05
DA  - 2016/05
TI  - SMOTE algorithm applying imbalanced data in higher education
BT  - Proceedings of the 2nd Information Technology and Mechatronics Engineering Conference (ITOEC 2016)
PB  - Atlantis Press
SP  - 185
EP  - 188
SN  - 2352-5401
UR  - https://doi.org/10.2991/itoec-16.2016.33
DO  - 10.2991/itoec-16.2016.33
ID  - Zhang2016/05
ER  -