Table 7.
Quantitative comparison analysis of all performance measurements
Performance measures | Gaussian Naïve Bayes | Decision Tree | Random Forest | XGB Classifier |
---|---|---|---|---|
Accuracy | 92.05% | 92.67% | 93.73% | 93.02% |
Precision | 91.90% | 92.66% | 93.70% | 93.10% |
Recall | 92.05% | 92.67% | 93.73% | 93.02% |
False positive rate | 0.18% | 0.17% | 0.15% | 0.15% |
F1-score | 91.85% | 92.54% | 93.22% | 92.84% |
AUC | 95.94% | 96.25% | 96.79% | 96.43% |
RMSE | 21.01% | 20.92% | 20.05% | 20.01% |
Average execution time | 0.00 min | 0.02 min | 0.39 min | 7.66 min |