Deep Learning for Predicting Students' Academic Performance

A Yunita, HB Santoso… - 2019 Fourth International …, 2019 - ieeexplore.ieee.org
The use of Deep Learning to predict what happens in the future becomes more popular
because of great availability of data. This study proposes the power of Deep Learning to …

Enhancing Student Performance Prediction via Educational Data Mining on Academic data

Z Alamgir, H Akram, S Karim, A Wali - Informatics in Education, 2024 - infedu.vu.lt
Educational data mining is widely deployed to extract valuable information and patterns from
academic data. This research explores new features that can help predict the future …

Students performance prediction using data mining techniques

TR Kumar, T Vamsidhar, B Harika… - 2019 International …, 2019 - ieeexplore.ieee.org
Data Mining is a rising field utilized in educational purposes to enhance the insightful and
learning strategy for students. It centers around perceiving, extricating and calculating …

An academic achievement prediction model enhanced by stacking network

S Zhang, M Liu, J Zhang - … 16th International Forum, IFTC 2019, Shanghai …, 2020 - Springer
This article focuses on the use of data mining and machine learning in AI education to
achieve better prediction accuracy of students' academic achievement. So far, there are …

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 …

Student academic performance prediction using educational data mining

DK Arun, V Namratha, BV Ramyashree… - 2021 International …, 2021 - ieeexplore.ieee.org
The field of Educational Data Mining concentrates on prediction more often as compared to
generating exact results for future purpose. In order to keep track of the changes occurring in …

Comparison of Machine Learning Techniques to Predict Academic Performance of Students

B Patel - Machine Learning and Big Data Analytics …, 2022 - Springer
Many organizations use machine learning to analyze data and find significant hidden
patterns in the data including healthcare, finance, online service provider, education …

Student performance prediction using XGBoost method from a macro perspective

K Yan - 2021 2nd International Conference on Computing and …, 2021 - ieeexplore.ieee.org
Student performance prediction has attracted more and more attention in the educational
data mining field in recent years. An accurate and useful forecast on student performance …

E-learning performance prediction based on attention mechanism

X Ma, JH Qu, HM Xu, YT Ling - Proceedings of the 2021 6th International …, 2021 - dl.acm.org
One of the current research hotspots in educational data mining is to predict their online
academic performance. The prediction results can provide personalized guidance for …

Improving prediction of student performance based on multiple feature selection approaches

C Ma, B Yao, F Ge, Y Pan, Y Guo - … on E-Education, E-Business and E …, 2017 - dl.acm.org
Recently, to provide the better education for students, there are a lot of researchers that
discover the latent characteristics of students for predicting their performance. However, few …