An efficient approach for multiclass student performance prediction based upon machine learning

A Jain, S Solanki - 2019 international conference on …, 2019 - ieeexplore.ieee.org
The field of educational data mining has enabled the researchers, educators to predict the
student's pass rate, failure rate, dropout rate etc. The main reason for dropouts of the student …

Machine learning algorithm for student's performance prediction

HMR Hasan, AKMSA Rabby, MT Islam… - 2019 10th …, 2019 - ieeexplore.ieee.org
Student performance prediction is very important to understand a student progress rate. It is
said thatPrevention is better than the cure'. In this Research, we are trying to find out …

Machine Learning Approaches for Student Performance Prediction

S Gupta, J Agarwal - 2022 10th International Conference on …, 2022 - ieeexplore.ieee.org
India's Education system is very old and due to a large population of students in India, there
are some serious issues in analyzing and predicting students' performance. In the Indian …

A review on machine learning based student's academic performance prediction systems

R Katarya, J Gaba, A Garg… - … Conference on Artificial …, 2021 - ieeexplore.ieee.org
Prediction of academic performance of students beforehand provides scope to universities
to lower their dropout rate and help the students in improving their performance. In this field …

Towards the selection of best machine learning model for student performance analysis and prediction

MF Masood, A Khan, F Hussain… - … Conference on Soft …, 2019 - ieeexplore.ieee.org
Educational Data Mining (EDM) has become one of the most important fields now a day
because with the development of technology, student's problems are also increasing. In …

Student performance prediction and classification using machine learning algorithms

B Sekeroglu, K Dimililer, K Tuncal - Proceedings of the 2019 8th …, 2019 - dl.acm.org
For a productive and a good life, education is a necessity and it improves individuals' life
with value and excellence. Also, education is considered a vital need for motivating self …

Comparative analysis of machine learning models for students' performance prediction

L Ismail, H Materwala, A Hennebelle - Advances in Digital Science: ICADS …, 2021 - Springer
Abstract Machine learning for education is an emerging discipline where a model is
developed based on training data to make predictions on students' performance. The main …

Student performance prediction using multi-layers artificial neural networks: A case study on educational data mining

S Altaf, W Soomro, MIM Rawi - Proceedings of the 2019 3rd International …, 2019 - dl.acm.org
In recent years, Neural Network (NN) has seen widespread and successful implementations
in a wide range of data mining applications, often surpassing other classifiers. This study …

[PDF][PDF] On improving student performance prediction in education systems using enhanced data mining techniques

K Karthikeyan, P Kavipriya - International Journal of Advanced …, 2017 - researchgate.net
This paper focused on improving student performance prediction, based on their personal
and academic performance characteristics. Due to the incredible growth in recent …

Students' performance prediction using feature selection and supervised machine learning algorithms

J Gajwani, P Chakraborty - … : Proceedings of ICICC 2020, Volume 1, 2021 - Springer
Educational data mining involves finding patterns in educational data which can be obtained
from various e-learning systems or can be gathered using traditional surveys. In this paper …