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Recent advances in Predictive Learning Analytics: A decade systematic review (2012–2022)
The last few years have witnessed an upsurge in the number of studies using Machine and
Deep learning models to predict vital academic outcomes based on different kinds and …
Deep learning models to predict vital academic outcomes based on different kinds and …
Dropout in online higher education: a systematic literature review
The increased availability of technology in higher education has led to the growth of online
learning platforms. However, a significant concern exists regarding dropout rates in online …
learning platforms. However, a significant concern exists regarding dropout rates in online …
[HTML][HTML] Acquiring, analyzing and interpreting knowledge data for sustainable engineering education: An experimental study using YouTube
With the immersion of a plethora of technological tools in the early post-COVID-19 era in
university education, instructors around the world have been at the forefront of implementing …
university education, instructors around the world have been at the forefront of implementing …
A decade of research into the application of big data and analytics in higher education: A systematic review of the literature
The need for data-driven decision-making primarily motivates interest in analysing Big Data
in higher education. Although there has been considerable research on the value of Big …
in higher education. Although there has been considerable research on the value of Big …
A study on social media and higher education during the COVID-19 pandemic
S Sengupta, A Vaish - Universal access in the information society, 2024 - Springer
Nowadays social media usage has increased drastically among the stakeholders of higher
educational institutions. The COVID-19 pandemic has suddenly increased the surge of …
educational institutions. The COVID-19 pandemic has suddenly increased the surge of …
Scaling while privacy preserving: a comprehensive synthetic tabular data generation and evaluation in learning analytics
Privacy poses a significant obstacle to the progress of learning analytics (LA), presenting
challenges like inadequate anonymization and data misuse that current solutions struggle to …
challenges like inadequate anonymization and data misuse that current solutions struggle to …
[HTML][HTML] AI-based prediction of academic success: Support for many, disadvantage for some?
L Herrmann, J Weigert - Computers and Education: Artificial Intelligence, 2024 - Elsevier
The use of computational tools to predict academic success has become increasingly
popular. Machine learning algorithms, trained on past study histories, have been shown to …
popular. Machine learning algorithms, trained on past study histories, have been shown to …
Supporting decision-making process on higher education dropout by analyzing academic, socioeconomic, and equity factors through machine learning and survival …
The prediction of university dropout is a complex problem, given the number and diversity of
variables involved. Therefore, different strategies are applied to understand this educational …
variables involved. Therefore, different strategies are applied to understand this educational …
Student dropout analysis in higher education and retention by artificial intelligence and machine learning
SR Sihare - SN Computer Science, 2024 - Springer
Student dropouts are a long-standing, substantial issue in academia that has never received
meaningful attention globally. Numerous research studies have indisputably demonstrated …
meaningful attention globally. Numerous research studies have indisputably demonstrated …
Application of Data Mining for the Prediction of Academic Performance in University Engineering Students at the National Autonomous University of Mexico, 2022
BM Claudio - LatIA, 2024 - dialnet.unirioja.es
Introduction: In the present study, data mining is applied to predict the academic
performance of university Engineering students at the National Autonomous University of …
performance of university Engineering students at the National Autonomous University of …