Model | Fold | Accuracy | Precision | Recall | F1-Score |
---|---|---|---|---|---|
KNN | Fold-1 | 0.70 | 0.72 | 0.70 | 0.72 |
Fold-2 | 0.93 | 0.96 | 0.93 | 0.92 | |
Fold-3 | 0.91 | 0.92 | 0.91 | 0.90 | |
Fold-4 | 0.94 | 0.96 | 0.94 | 0.94 | |
Fold-5 | 0.81 | 0.87 | 0.81 | 0.79 | |
Mean | 0.86 | 0.89 | 0.86 | 0.85 | |
GBM | Fold-1 | 0.94 | 0.96 | 0.94 | 0.94 |
Fold-2 | 0.93 | 0.94 | 0.93 | 0.92 | |
Fold-3 | 0.76 | 0.63 | 0.76 | 0.68 | |
Fold-4 | 0.95 | 0.95 | 0.95 | 0.95 | |
Fold-5 | 0.70 | 0.79 | 0.70 | 0.69 | |
Mean | 0.86 | 0.86 | 0.86 | 0.84 | |
Naive Bayes | Fold-1 | 0.72 | 0.73 | 0.72 | 0.71 |
Fold-2 | 0.93 | 0.96 | 0.93 | 0.92 | |
Fold-3 | 0.96 | 0.97 | 0.96 | 0.96 | |
Fold-4 | 0.91 | 0.95 | 0.91 | 0.89 | |
Fold-5 | 0.70 | 0.74 | 0.70 | 0.67 | |
Mean | 0.84 | 0.87 | 0.84 | 0.83 | |
LR | Fold-1 | 0.80 | 0.79 | 0.80 | 0.78 |
Fold-2 | 0.94 | 0.96 | 0.94 | 0.94 | |
Fold-3 | 0.93 | 0.94 | 0.93 | 0.92 | |
Fold-4 | 0.93 | 0.95 | 0.93 | 0.92 | |
Fold-5 | 0.85 | 0.89 | 0.85 | 0.83 | |
Mean | 0.89 | 0.90 | 0.89 | 0.88 | |
Random Forest | Fold-1 | 0.74 | 0.74 | 0.74 | 0.73 |
Fold-2 | 0.93 | 0.96 | 0.93 | 0.92 | |
Fold-3 | 0.96 | 0.97 | 0.96 | 0.96 | |
Fold-4 | 0.93 | 0.96 | 0.93 | 0.92 | |
Fold-5 | 0.81 | 0.89 | 0.81 | 0.79 | |
Mean | 0.87 | 0.90 | 0.87 | 0.86 | |
SVM | Fold-1 | 0.72 | 0.73 | 0.72 | 0.71 |
Fold-2 | 0.94 | 0.96 | 0.94 | 0.94 | |
Fold-3 | 0.94 | 0.95 | 0.94 | 0.94 | |
Fold-4 | 0.94 | 0.96 | 0.94 | 0.94 | |
Fold-5 | 0.80 | 0.86 | 0.80 | 0.78 | |
Mean | 0.87 | 0.89 | 0.87 | 0.86 |