참고문헌
- M. Sweeney, J. Lester, H. Rangwala, and A. Johri, "Next-Term Student Performance Prediction: A Recommender Systems Approach," 2016. doi: 10.5281/ZENODO.3554603.
- Vijayalakshmi V. and K. Venkatachalapathy, "Comparison of Predicting Student's Performance using Machine Learning Algorithms," 2019, doi: 10.5815/ijisa.2019.12.04.
- A. A. Saa, "Educational Data Mining & Students' Performance Prediction," International Journal of Advanced Computer Science and Applications, vol. 7, no. 5, p. 9, 2016.
- Z. Iqbal, A. Qayyum, S. Latif, and J. Qadir, "Early Student Grade Prediction: An Empirical Study," Feb. 2019, pp. 1-7. doi: 10.23919/ICACS.2019.8689136.
- S. Huang and N. Fang, "Predicting student academic performance in an engineering dynamics course: A comparison of four types of predictive mathematical models," Computers & Education, vol. 61, no. 1, pp. 133-145, Feb. 2013. https://doi.org/10.1016/j.compedu.2012.08.015
- Z. Iqbal, J. Qadir, A. N. Mian, and F. Kamiran, "Machine Learning Based Student Grade Prediction: A Case Study," arXiv:1708.08744 [cs], Aug. 2017, Accessed: Oct. 19, 2021. [Online]. Available: http://arxiv.org/abs/1708.08744
- J. Dhilipan, N. Vijayalakshmi, S. Suriya, and A. Christopher, "Prediction of Students Performance using Machine learning," IOP Conf. Ser.: Mater. Sci. Eng., vol. 1055, no. 1, p. 012122, Feb. 2021, doi: 10.1088/1757- 899X/1055/1/012122.
- L. F. Ettinger, "Using Learning Analytics to Predict Academic Outcomes of First-year Students in Higher Education," p. 53.
- S. Alturki, I. Hulpus, and H. Stuckenschmidt, "Predicting Academic Outcomes: A Survey from 2007 Till 2018," Technology, Knowledge and Learning, Sep. 2020, Accessed: Feb. 15, 2022.
- R. O. Aluko, E. I. Daniel, O. Shamsideen Oshodi, C. O. Aigbavboa, and A. O. Abisuga, "Towards reliable prediction of academic performance of architecture students using data mining techniques," Journal of Engineering, Design and Technology, vol. 16, no. 3, pp. 385-397, Jan. 2018, doi: 10.1108/JEDT-08-2017-0081.
- S. Alturki and N. Alturki, "Using Educational Data Mining to Predict Students' Academic Performance for Applying Early Interventions," JITE:IIP, vol. 20, pp. 121-137, 2021, doi: 10.28945/4835.
- D. Kabakchieva, "Predicting Student Performance by Using Data Mining Methods for Classification," Cybernetics and Information Technologies, vol. 13, Match 2013, doi: 10.2478/cait-2013-0006.