Research Article
Student Performance Prediction Using Machine Learning Algorithms
Table 8
Prediction results of all methods after parameter tuning.
| Prediction method | Precision | Recall | Accuracy | Kappa statistic |
| SVM linear | 0.9418 | 0.9843 | 0.9603 | 0.9398497 | Naïve bayes | 0.8918 | 0.8943 | 0.8332 | 0.7428229 | Decision tree | 0.9018 | 0.9043 | 0.9341 | 0.9004462 | KNN | 0.8941 | 0.8984 | 0.8738 | 0.7738735 |
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