Table 2 Performance comparison of different classifiers using PPG, ABP, and the fused model.
S. no. | Model | Classifier | Accuracy (%) | Sensitivity (%) | Specificity (%) | PPV (%) |
|---|---|---|---|---|---|---|
1 | PPG | KNN | 84.6 | 70.5 | 84.0 | 80.92 |
SVM | 83.5 | 65.8 | 80.9 | 75.5 | ||
NN | 82.0 | 69.7 | 82.8 | 80.0 | ||
2 | ABP | KNN | 91.5 | 78.0 | 91.1 | 89.5 |
SVM | 88.8 | 72.1 | 86.2 | 82.8 | ||
NN | 89.1 | 76.2 | 89.1 | 87.37 | ||
3 | Fused Model | KNN | 89.5 | 74.7 | 88.2 | 85.8 |
SVM | 88.2 | 70.5 | 85.0 | 80.9 | ||
NN | 90.2 | 78.0 | 90.9 | 89.5 |
