Predicting NDUM Student's Academic Performance Using Data Mining Techniques
作者： Muslihah Wook , Yuhanim Hani Yahaya , Norshahriah Wahab , Mohd Rizal Mohd Isa , Nor Fatimah Awang
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摘要: The ability to predict the students’ academic performance is very important in institution educational system. Recently some researchers have been proposed data mining techniques for higher education. In this paper, we compare two which are: Artificial Neural Network (ANN) and combination of clustering decision tree classification predicting classifying performance. set used research student Computer Science Department, Faculty Defence Technology, National University Malaysia (NDUM).
sci-hub.se 参考文章(20)
Richard J. Roiger, Data Mining: A Tutorial Based Primer ,(2002)
N. Delavari, M.R.A. Shirazi, M.R. Beikzadeh, A new model for using data mining technology in higher educational systems information technology based higher education and training. pp. 319- 324 ,(2004) , 10.1109/ITHET.2004.1358187
Chun-Mei Zhao, Jing Luan, Data mining: Going beyond traditional statistics New Directions for Institutional Research. ,vol. 2006, pp. 7- 16 ,(2006) , 10.1002/IR.184
J.‐P. Vandamme, N. Meskens, J.‐F. Superby, Predicting Academic Performance by Data Mining Methods Education Economics. ,vol. 15, pp. 405- 419 ,(2007) , 10.1080/09645290701409939
Keir Mierle, Kevin Laven, Sam Roweis, Greg Wilson, Mining student CVS repositories for performance indicators ACM SIGSOFT Software Engineering Notes. ,vol. 30, pp. 1- 5 ,(2005) , 10.1145/1082983.1083150
Leszek Borzemski, THE USE OF DATA MINING TO PREDICT WEB PERFORMANCE Cybernetics and Systems. ,vol. 37, pp. 587- 608 ,(2006) , 10.1080/01969720600734586
Alan S. Lapedes, Robert M. Farber, How Neural Nets Work neural information processing systems. pp. 442- 456 ,(1987)
John Moody, Fast Learning in Multi-Resolution Hierarchies neural information processing systems. ,vol. 1, pp. 29- 39 ,(1988)
N. Delavari, M. Reza Beikzadeh, S. Phon-Amnuaisuk, Application of enhanced analysis model for data mining processes in higher educational system information technology based higher education and training. ,(2005) , 10.1109/ITHET.2005.1560303