Table 11 Effect of feature selection and classification components.
Dataset | Feature Selector | Classifier | Accuracy (%) | Precision (%) | Recall (%) | F1-score (%) |
|---|---|---|---|---|---|---|
Faisalabad | WOA | CNN | 95.21 | 94.8 | 94.45 | 94.62 |
EWOA | CNN | 97.6 | 97.1 | 96.85 | 96.97 | |
WOA | CapsNet | 96.65 | 96.2 | 95.9 | 96.05 | |
EWOA | CapsNet (IDLHICNet) | 99.51 | 99.5 | 99.5 | 99 | |
CVD | WOA | CNN | 93.8 | 93.2 | 92.9 | 93.05 |
EWOA | CNN | 95.7 | 95.1 | 94.8 | 94.95 | |
WOA | CapsNet | 94.65 | 94 | 93.8 | 93.9 | |
EWOA | CapsNet (IDLHICNet) | 98.76 | 98.5 | 98.5 | 99 | |
Heart Failure | WOA | CNN | 93.12 | 92.6 | 92 | 92.3 |
EWOA | CNN | 95.9 | 95.3 | 95 | 95.15 | |
WOA | CapsNet | 94.85 | 94.3 | 94.1 | 94.2 | |
EWOA | CapsNet (IDLHICNet) | 99.07 | 99.14 | 99.05 | 99.22 |
