Factors affecting students' performance in higher education: a systematic review of predictive data mining techniques
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 …
amount of data in educational systems. In keeping with this, identifying the factors affecting …
Automatic learning styles prediction: A survey of the State-of-the-Art (2006–2021)
Learning systems, whether traditional or computerized ones, often have a teacher-based
design and use a “one-size-fits-all” approach. This approach ignores learners' differences …
design and use a “one-size-fits-all” approach. This approach ignores learners' differences …
Predicting academic performance of students using a hybrid data mining approach
BK Francis, SS Babu - Journal of medical systems, 2019 - Springer
Data mining offers strong techniques for different sectors involving education. In the
education field the research is developing rapidly increasing due to huge number of …
education field the research is developing rapidly increasing due to huge number of …
Educational data mining to predict students' academic performance: A survey study
Educational data mining is an emerging interdisciplinary research area involving both
education and informatics. It has become an imperative research area due to many …
education and informatics. It has become an imperative research area due to many …
Artificial intelligence-enabled prediction model of student academic performance in online engineering education
Online education has been facing difficulty in predicting the academic performance of
students due to the lack of usage of learning process, summative data and a precise …
students due to the lack of usage of learning process, summative data and a precise …
[PDF][PDF] Educational data mining and analysis of students' academic performance using WEKA
In this competitive scenario of the educational system, the higher education institutes use
data mining tools and techniques for academic improvement of the student performance and …
data mining tools and techniques for academic improvement of the student performance 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 …
Using machine learning to predict student difficulties from learning session data
The student's performance prediction is an important research topic because it can help
teachers prevent students from dropping out before final exams and identify students that …
teachers prevent students from dropping out before final exams and identify students that …
Predicting student performance in higher education institutions using decision tree analysis
The overall success of educational institutions can be measured by the success of its
students. Providing factors that increase success rate and reduce the failure of students is …
students. Providing factors that increase success rate and reduce the failure of students is …
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 …