Educational data mining and learning analytics for 21st century higher education: A review and synthesis
The potential influence of data mining analytics on the students' learning processes and
outcomes has been realized in higher education. Hence, a comprehensive review of …
outcomes has been realized in higher education. Hence, a comprehensive review of …
A review on predicting student's performance using data mining techniques
AM Shahiri, W Husain - Procedia Computer Science, 2015 - Elsevier
Predicting students performance becomes more challenging due to the large volume of data
in educational databases. Currently in Malaysia, the lack of existing system to analyze and …
in educational databases. Currently in Malaysia, the lack of existing system to analyze and …
An artificial intelligence approach to monitor student performance and devise preventive measures
A major problem an instructor experiences is the systematic monitoring of students'
academic progress in a course. The moment the students, with unsatisfactory academic …
academic progress in a course. The moment the students, with unsatisfactory academic …
[PDF][PDF] Comparison of supervised and unsupervised learning algorithms for pattern classification
R Sathya, A Abraham - International Journal of Advanced Research in …, 2013 - Citeseer
This paper presents a comparative account of unsupervised and supervised learning
models and their pattern classification evaluations as applied to the higher education …
models and their pattern classification evaluations as applied to the higher education …
Educational data mining: a review of the state of the art
Educational data mining (EDM) is an emerging interdisciplinary research area that deals
with the development of methods to explore data originating in an educational context. EDM …
with the development of methods to explore data originating in an educational context. EDM …
Educational data mining techniques for student performance prediction: method review and comparison analysis
Y Zhang, Y Yun, R An, J Cui, H Dai… - Frontiers in psychology, 2021 - frontiersin.org
Student performance prediction (SPP) aims to evaluate the grade that a student will reach
before enrolling in a course or taking an exam. This prediction problem is a kernel task …
before enrolling in a course or taking an exam. This prediction problem is a kernel task …
Artificial neural network analysis of the academic performance of students in virtual learning environments
A Rivas, A Gonzalez-Briones, G Hernandez, J Prieto… - Neurocomputing, 2021 - Elsevier
Educational institutions continually strive to improve the services they offer, their aim is to
have the best possible teaching staff, increase the quality of teaching and the academic …
have the best possible teaching staff, increase the quality of teaching and the academic …
Predicting students' academic performance by using educational big data and learning analytics: evaluation of classification methods and learning logs
In order to enhance the experience of learning, many educators applied learning analytics in
a classroom, the major principle of learning analytics is targeting at-risk student and given …
a classroom, the major principle of learning analytics is targeting at-risk student and given …
Improving accuracy of students' final grade prediction model using optimal equal width binning and synthetic minority over-sampling technique
There is a perpetual elevation in demand for higher education in the last decade all over the
world; therefore, the need for improving the education system is imminent. Educational data …
world; therefore, the need for improving the education system is imminent. Educational data …
Increased digital resource consumption in higher educational institutions and the artificial intelligence role in informing decisions related to student performance
As education is an essential enabler in achieving Sustainable Development Goals (SDGs), it
should “ensure inclusive, equitable quality education, and promote lifelong learning …
should “ensure inclusive, equitable quality education, and promote lifelong learning …