Table 2 Performance based on encryption techniques.
Model | Accuracy (%) | Precision (%) | Recall (%) | F1 Score (%) |
|---|---|---|---|---|
Homomorphic encryption | 96.78 | 95.32 | 97.21 | 96.75 |
Secure multiparty comp. | 95.91 | 94.87 | 96.02 | 95.78 |
Differential privacy | 95.45 | 93.98 | 95.87 | 95.42 |
Neural network | 97.32 | 96.55 | 97.68 | 97.28 |
Decision tree | 93.78 | 92.43 | 94.12 | 93.75 |
Ensemble learning | 96.21 | 95.09 | 96.87 | 96.18 |
Proposed technique | 98.45 | 97.82 | 98.67 | 98.42 |
SVM | 95.76 | 94.65 | 95.89 | 95.74 |
RF | 96.89 | 96.02 | 97.11 | 96.85 |
Logistic regression | 95.67 | 94.32 | 95.98 | 95.62 |
