A Fuzzy Probabilistic Neural Network for Student's Academic Performance Prediction

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Provided by: International Journal of Innovative Research in Science, Engineering and Technology (IJIRSET)
Topic: Networking
Format: PDF
In this paper, the authors present a neural network model for modeling academic profile of students. The proposed model allows prediction of students' academic performance based on some of their qualitative observations. Classifying and predicting students' academic performance using arithmetical and statistical techniques may not necessarily offer the best way to evaluate human acquisition of knowledge and skills, but a hybridized fuzzy neural network model successfully handles reasoning with imprecise information, and enables representation of student modeling in the linguistic form - the same way the human teachers do.
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