A systematic literature review of student'performance prediction using machine learning techniques
Educational Data Mining plays a critical role in advancing the learning environment by
contributing state-of-the-art methods, techniques, and applications. The recent development …
contributing state-of-the-art methods, techniques, and applications. The recent development …
Utilising learning analytics to support study success in higher education: a systematic review
Study success includes the successful completion of a first degree in higher education to the
largest extent, and the successful completion of individual learning tasks to the smallest …
largest extent, and the successful completion of individual learning tasks to the smallest …
MOOC dropout prediction using machine learning techniques: Review and research challenges
MOOC represents an ultimate way to deliver educational content in higher education
settings by providing high-quality educational material to the students throughout the world …
settings by providing high-quality educational material to the students throughout the world …
Prediction of students' early dropout based on their interaction logs in online learning environment
AA Mubarak, H Cao, W Zhang - Interactive Learning Environments, 2022 - Taylor & Francis
Online learning has become more popular in higher education since it adds convenience
and flexibility to students' schedule. But, it has faced difficulties in the retention of the …
and flexibility to students' schedule. But, it has faced difficulties in the retention of the …
Interpretable dropout prediction: towards XAI-based personalized intervention
Student drop-out is one of the most burning issues in STEM higher education, which induces
considerable social and economic costs. Using machine learning tools for the early …
considerable social and economic costs. Using machine learning tools for the early …
Taking action to reduce dropout in MOOCs: Tested interventions
Abstract Massive Open Online Courses (MOOCs) have democratized access to higher
education, but low entry and exit barriers make dropout rates in these courses much higher …
education, but low entry and exit barriers make dropout rates in these courses much higher …
Predicting student dropout in subscription-based online learning environments: The beneficial impact of the logit leaf model
Online learning has been adopted rapidly by educational institutions and organizations.
Despite its many advantages, including 24/7 access, high flexibility, rich content, and low …
Despite its many advantages, including 24/7 access, high flexibility, rich content, and low …