170
Views
3
CrossRef citations to date
0
Altmetric
Original Articles

A review of applications of data mining techniques for prediction of students’ performance in higher education

, &

References

  • Shahiri A.M., Husain W., Rashid N.A. “A Review on Predicting Student’s Performance using Data Mining Techniques” The Third Information Systems International Conference, Science Direct, Procedia Computer Science, pp. 414–422, 2015.
  • Ahmad F., Ismail N.H., Aziz A.A. “The Prediction of Students’ Academic Performance Using Classification Data Mining Techniques” Applied Mathematical Sciences, Vol. 9, 2015, no. 129, 6415–6426 doi: 10.12988/ams.2015.53289
  • Y. Zhang, S. Oussena, T. Clark, & H. Kim, Use Data Mining to Improve Student Retention in Higher Education – A Case Study. ICEIS - 12th International Conference on Enterprise Information Systems 2010, (2010).
  • R. B. Sachin, & M. S. Vijay, A Survey and Future Vision of Data Mining in Educational Field, 2012 Second International Conference on Advanced Computing & Communication Technologies, (2012), 96–100.
  • Deepshikha Bhargava, Ramesh C. Poonia, Upma Arora, “Design and development of an intelligent agent based framework for predictive analytics”, 3rd International Conference on Computing for Sustainable Global Development (INDIACom), 31 October 2016
  • R. S. J. Baker, Data Mining for Education, Advantages Relative to Traditional Educational Research Paradigms, (2010).
  • T. Devasia, T. Vinushree, Hegde V. “Prediction of Students Performance using Educational Data Mining” International Conference on Data Mining and Advanced Computing (SAPIENCE), 2016
  • Alharbi Z., Cornford J., Dolder L., Iglesia B. D. L. “Using Data Mining Techniques to Predict Studentsat Risk of Poor Performance” SAI Computing Conference July 13–15, 2016
  • Maharani K., Adji T.B., Setiawan N.A., Hidayah I. “Comparison Analysis of Data Mining Methodology and Student Performance Improvement Influence Factors in Small Data Set” International Conference on Science in Information Technology (ICSITech), 2015
  • Yadav S.K., Bhardwaj B., Pal S. “Data Mining Applications: A Comparitive Study for Predicting Students’s Performance” IJITCT, Vol 1 No.12 December 2013.
  • J. R. Quinlan, “Introduction of decision tree”, Journal of Machine learning”, pp. 81–106, 1986.
  • Wei Peng, Juhua Chen and Haiping Zhou, An implementation of id3-decision tree learning algorithm‖, Project of Comp 9417: Machine Learning, University of New South Wales, School of Computer Science & Engineering, Sydney, NSW 2032, Australia, 1997.
  • Huang, C. L., Lin, C. I., & Tai, S. H. (2012). The component search— two-steps optimal algorithm for data-mining in dynamic environments. Journal of Statistics and Management Systems, 15(2–3), 249–260. doi: 10.1080/09720510.2012.10701624
  • Arsad P M, Buniyamin N, J A Manan, “A Neural Network Students’ Performance Prediction Model (NNSPPM),” in Proc. Of IEEE International Conference on Smart Instrumentation, Measurement and Applications(ICSIMA), 2013.
  • Ibrahim, Z. and Rusli, D. (2007) “Predicting Students’ Academic Performance: Comparing Artificial Neural Network, Decision Tree and Linear Regression”, 21st Annual SAS Forum.
  • Lin, S. M. (2010). A study on bank satisfaction based on data mining technique. Journal of Statistics and Management Systems, 13(5), 1101–1115. doi: 10.1080/09720510.2010.10701524
  • Peter, S. J. (2011). A novel dynamic minimum spanning tree based clustering method for image mining. Journal of Discrete Mathematical Sciences and Cryptography, 14(5), 405–419. doi: 10.1080/09720529.2011.10698345

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.