Data Mining: Practical Machine Learning Tools and Techniques
Data Mining: Practical Machine Learning Tools and Techniques
Data Mining: Concepts and Techniques
Data Mining: Concepts and Techniques
Expert Systems with Applications: An International Journal
Proceedings of the Fourth International Conference on Learning Analytics And Knowledge
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We conduct a data mining project to generate predictive models for student retention management on campus. Given new records of incoming students, these predictive models can produce short accurate prediction lists identifying students who tend to need the support from the student retention program most. The project is a component in our artificial intelligence class. Students in the class get involved in the entire process of modeling and problem solving using machine learning algorithms. We examine the quality of the predictive models generated by the machine learning algorithms. The results show that some of the machine learning algorithms are able to establish effective predictive models from the existing student retention data.