Acknowledgement
The authors would like to thank the Deanship of Scientific Research at Majmaah University for supporting this work under project number No. (R-2021-292).
References
- F. M., Nafie, and A. A. M. Hamed, "Using Data Mining Techniques in Building a Model to Determine the Factors Affecting Academic Data for Undergraduate Students", IJCSNS, vol.21, pp.306-312, 2021.
- M. H. Mohamed, & Waguih, H. M., "A proposed academic advisor model based on data mining classification techniques",International Journal of Advanced Computer Research, vol.8, pp.129-136,2018 https://doi.org/10.19101/ijacr.2018.836003
- A. V. Manjarres, L. G. M. Sandoval, and M. S. Suarez, "Data mining techniques applied in educational environments: Literature review," Digit. Educ. Rev., vol. 33, pp. 235-266, 2018.
- C. Romero and S. Ventura, "Educational data mining: a review of the state of the art," IEEE Trans. Syst. Man, Cybern. Part C (Applications Rev., vol. 40, pp. 601-618, 2010. https://doi.org/10.1109/TSMCC.2010.2053532
- B. K. Baradwaj and S. Pal, "Mining educational data to analyze students' performance," arXiv Prepr. arXiv1201.3417, vol.2, pp.63-69, 2012.
- M. Letseka and S. Maile, "High university drop-out rates: A threat to South Africa's future", Human Sciences Research Council Pretoria, 2008.
- L. Aulck, N. Velagapudi, J. Blumenstock, and J. West, "Predicting student dropout in higher education," arXiv Prepr. arXiv1606.06364, vol.4, pp.16-20, 2016. https://doi.org/10.48550/arXiv.1606.06364
- I. Madjar, E. A. McKinley, M. Deynzer, and A. der Merwe, "Stumbling blocks or stepping stones? Students' experience of transition from low-mid decile schools to university," 2010.
- F., Ahmad, N. Ismail, and A.A. Aziz, "The prediction of students' academic performance using classification data mining techniques". Applied Mathematical Sciences, vol. 9, pp. 6415-6426, 2015. https://doi.org/10.12988/ams.2015.53289
- L., Aulck, N., Velagapudi, J., Blumenstock, & J., West, "Predicting student dropout in higher education", arXiv preprint arXiv: 1606.06364, pp.16-20, 2016. https://doi.org/10.48550/arXiv.1606.06364
- R. Simpson, "Changing how we think about advising online students: One-stop student service advising model," Coll. Univ., vol. 93, pp. 2-9, 2018.
- A., Shahiri, M. and W. Husain, "A review on predicting student's performance using data mining techniques", Procedia Computer Science, vol.72, pp. 414-422, 2015 https://doi.org/10.1016/j.procs.2015.12.157
- V., Dahiya, "A survey on educational data mining", International Journal of Research in Humanities, Arts and Literature, vol. 6, 23-30, 2018