C4.5: programs for machine learning
C4.5: programs for machine learning
The nature of statistical learning theory
The nature of statistical learning theory
The WEKA data mining software: an update
ACM SIGKDD Explorations Newsletter
Expert Systems with Applications: An International Journal
Open academic early alert system: technical demonstration
Proceedings of the Fourth International Conference on Learning Analytics And Knowledge
Proceedings of the Fourth International Conference on Learning Analytics And Knowledge
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In this paper we report ongoing research on the Open Academic Analytics Initiative (OAAI), a project aimed at increasing college student retention by performing early detection of academic risk using data mining methods. The paper describes the goals and objectives of the OAAI, and lays out a methodological framework to develop models that can be used to perform inferential queries on student performance using open source course management system data and student academic records. Preliminary results on initial model development using several data mining algorithms for classification are presented.