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Original Article

Predictive Modeling for College Admission Using Machine Learning and Statistical Methods

Gopal V. Dose1 Yuvraj M. Sanghai2 Pranjal D. Sapkale3 Dr. G. P. Potdar4
123 Department of Computer Engineering, Pune Institute of Computer Technology (PICT), Pune, Maharashtra, India. 4Associate Professor, Department of Computer Engineering, Pune Institute of Computer Technology (PICT), Pune, Maharashtra, India.

Published Online: January-April 2025

Pages: 32-34

References

[1] S. Bhoite, K. Patil, and A. Sharma, "Predictive analytics of engineering and technology admissions," in Proc. IEEE Int. Conf.Computational Intelligence in Data Mining (ICCIDM), Dec. 2022, pp. 123-128.
[2] K. Kumari, A. Gupta, and P. Joshi, "CAPSLG: College Admission Predictor," in Proc. Int. Conf. on Automation and Systems Technology(ICAST), 2019, pp. 56-60.
[3] V. Sastry, P. Rao, and N. Gupta, "An automated prediction model for college admission system," Elem. Educ. Online, vol. 20, no. 7,pp. 234-239, 2021.
[4] A. Sivasangari, P. Suresh, and R. Jagan, "Prediction probability of university admission," in Proc. Int. Conf. on Computational Modeling and Communication (ICCMC), 2021, pp. 142-148.
[5] H. Mengash, "Using data mining techniques to predict student performance," IEEE Access, vol. 8, pp. 12415-12422, 2020.
[6] Z. Wang, L. Zhang, and X. Zhang, "Prediction of admission lines using machine learning," in Proc. Int. Conf. on Computer and Communication Technologies (ICCC), 2016, pp. 345-350.
[7] R. K. Sripath, M. Sharma, and V. K. Gupta, "Student career prediction using advanced ML techniques," Int. J. Eng. Technol. (IJET), vol.15, no. 6, pp. 123-130, 2018.
[8] M. Nie, Y. Luo, and T. Zhang, "Advanced forecasting of career choices," Front. Comput. Sci., vol. 12, no. 3, pp. 567-574, 2018.
[9] A. Slim, R. Raj, and S. Kumar, "Predicting student enrollment based on characteristics," in Proc. Educational Data Mining (EDM),2018, pp. 111-116.
[10] D. Kabakchieva, N. Georgiev, and D. Ivanova, "Analyzing university data for student profiles," in Proc. Educational Data Mining(EDM), 2011, pp. 87-92.
[11] A. Ragab, M. Ali, and S. Khaleel, "HRSPCA: Hybrid recommender for predicting admission," in Proc. Int. Symp. on Data Analysis(ISDA), 2012, pp. 203-208.

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