...Anaile Rabelo; Marcos W. Rodrigues; Cristiane Nobre; Seiji Isotani; Luis Zárate Purpose The purpose of this study is to identify the main perspectives and trends in educational data mining (EDM) in the e-learning environment from a managerial perspective. Design/methodology/approach This paper...

...Jui-Long Hung; Kerry Rice; Jennifer Kepka; Juan Yang Purpose For studies in educational data mining or learning Analytics, the prediction of student’s performance or early warning is one of the most popular research topics. However, research gaps indicate a paucity of research using machine...

...Xu Du; Juan Yang; Jui-Long Hung; Brett Shelton Purpose Educational data mining (EDM) and learning analytics, which are highly related subjects but have different definitions and focuses, have enabled instructors to obtain a holistic view of student progress and trigger corresponding decision...

... Licensed re-use rights only Machine learning Educational data mining Naïve Bayes classifier Learning management system Feature selection Oversampling technique Over the past years, research studies have applied machine-learning and data-mining techniques to find interesting patterns...