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[HTML][HTML] Predicting student performance using data mining and learning analytics techniques: A systematic literature review
Featured Application The herein survey is among the first research efforts to synthesize the
intelligent models and paradigms applied in education to predict the attainment of student …
intelligent models and paradigms applied in education to predict the attainment of student …
Classification technique and its combination with clustering and association rule mining in educational data mining—A survey
Educational data mining (EDM) is the application of data mining in the educational field.
EDM is used to classify, analyze, and predict the students' academic performance, and …
EDM is used to classify, analyze, and predict the students' academic performance, and …
Student retention using educational data mining and predictive analytics: a systematic literature review
Student retention is an essential measurement metric in education, indicated by retention
rates, which are accumulated as students re-enroll from one academic year to the next. High …
rates, which are accumulated as students re-enroll from one academic year to the next. High …
Practical early prediction of students' performance using machine learning and eXplainable AI
Predicting students' performance in advance could help assist the learning process; if “at-
risk” students can be identified early on, educators can provide them with the necessary …
risk” students can be identified early on, educators can provide them with the necessary …
Predicting achievement and providing support before STEM majors begin to fail
ML Bernacki, MM Chavez, PM Uesbeck - Computers & Education, 2020 - Elsevier
Prediction models that underlie “early warning systems” need improvement. Some predict
outcomes using entrenched, unchangeable characteristics (eg, socioeconomic status) and …
outcomes using entrenched, unchangeable characteristics (eg, socioeconomic status) and …
[HTML][HTML] Perspectives on the challenges of generalizability, transparency and ethics in predictive learning analytics
Educational institutions need to formulate a well-established data-driven plan to get long-
term value from their learning analytics (LA) strategy. By tracking learners' digital traces and …
term value from their learning analytics (LA) strategy. By tracking learners' digital traces and …
A new ML-based approach to enhance student engagement in online environment
The educational research is increasingly emphasizing the potential of student engagement
and its impact on performance, retention and persistence. This construct has emerged as an …
and its impact on performance, retention and persistence. This construct has emerged as an …
[HTML][HTML] Predicting students success in blended learning—evaluating different interactions inside learning management systems
LA Buschetto Macarini, C Cechinel… - Applied Sciences, 2019 - mdpi.com
Algorithms and programming are some of the most challenging topics faced by students
during undergraduate programs. Dropout and failure rates in courses involving such topics …
during undergraduate programs. Dropout and failure rates in courses involving such topics …
The use of artificial intelligence in learning management systems in the context of higher education: Systematic literature review
Artificial intelligence (AI) has been develo**, and its application is spreading at a good
pace in recent years, so much so that AI has become part of everyday life in various sectors …
pace in recent years, so much so that AI has become part of everyday life in various sectors …
Leveraging mathematics software data to understand student learning and motivation during the COVID-19 pandemic
School closures during the COVID-19 pandemic presented a threat to student learning and
motivation. Suspension of achievement testing created a barrier to understanding the extent …
motivation. Suspension of achievement testing created a barrier to understanding the extent …