IMPROVING STUDENTS PERFORMANCE PREDICTION USING MACHINE LEARNING AND SYNTHETIC MINORITY OVERSAMPLING TECHNIQUE

• Published in: Journal of engineering and sustainable development (Online) Vol. 25; no. 6
• Main Authors: Nibras Z. Salih, Walaa Khalaf
• Format: Journal Article
• Language: Arabic
• Published: Mustansiriyah University/College of Engineering 01.11.2021
• Subjects: Leave one out Cross-validation; LOOCV; PRC; Precision-Recall curve; Receiver Operating Characteristics; ROC

Classification under supervision is the most common job that performed by machine learning. However, most Educators were worried about the rising evidence of student academic failures in university education. So, this study presents a supervised classification strategy of machine learning algorithm...