Educational data mining and learning analytics for 21st century higher education: A review and synthesis

H Aldowah, H Al-Samarraie, WM Fauzy - Telematics and Informatics, 2019 - Elsevier
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 …

Factors affecting students' performance in higher education: a systematic review of predictive data mining techniques

A Abu Saa, M Al-Emran, K Shaalan - Technology, Knowledge and …, 2019 - Springer
Predicting the students' performance has become a challenging task due to the increasing
amount of data in educational systems. In keeping with this, identifying the factors affecting …

[PDF][PDF] Educational data mining & students' performance prediction

AA Saa - … journal of advanced computer science and …, 2016 - pdfs.semanticscholar.org
It is important to study and analyse educational data especially students' performance.
Educational Data Mining (EDM) is the field of study concerned with mining educational data …

[PDF][PDF] Application of big data in education data mining and learning analytics–a literature review

K Sin, L Muthu - ICTACT journal on soft computing, 2015 - academia.edu
The usage of learning management systems in education has been increasing in the last
few years. Students have started using mobile phones, primarily smart phones that have …

Mining educational data to analyze students' performance

BK Baradwaj, S Pal - arXiv preprint arXiv:1201.3417, 2012 - arxiv.org
The main objective of higher education institutions is to provide quality education to its
students. One way to achieve highest level of quality in higher education system is by …

Systematic ensemble model selection approach for educational data mining

MN Injadat, A Moubayed, AB Nassif, A Shami - Knowledge-Based Systems, 2020 - Elsevier
A plethora of research has been done in the past focusing on predicting student's
performance in order to support their development. Many institutions are focused on …

Data mining: Prediction for performance improvement of graduate students using classification

K Bunkar, UK Singh, B Pandya… - 2012 Ninth International …, 2012 - ieeexplore.ieee.org
Student performance in university courses is of great concern to the higher education where
several factors may affect the performance. This paper is an attempt to apply the data mining …

Data mining: A prediction for performance improvement of engineering students using classification

SK Yadav, S Pal - arXiv preprint arXiv:1203.3832, 2012 - arxiv.org
Now-a-days the amount of data stored in educational database increasing rapidly. These
databases contain hidden information for improvement of students' performance …

[PDF][PDF] The prediction of students' academic performance using classification data mining techniques

F Ahmad, NH Ismail, AA Aziz - Applied mathematical sciences, 2015 - m-hikari.com
Data Mining provides powerful techniques for various fields including education. The
research in the educational field is rapidly increasing due to the massive amount of students' …

Data mining applications: A comparative study for predicting student's performance

SK Yadav, B Bharadwaj, S Pal - arXiv preprint arXiv:1202.4815, 2012 - arxiv.org
Knowledge Discovery and Data Mining (KDD) is a multidisciplinary area focusing upon
methodologies for extracting useful knowledge from data and there are several useful KDD …