Table 4 Evaluation of the proposed method against various metrics to measure it classification and privacy preserving ability.
Metric | Dermatology32 | HCV33 | Diabetes Risk34 |
|---|---|---|---|
Accuracy (%) | 94.5 | 91.2 | 90.8 |
Precision (%) | 95.0 | 92.0 | 91.0 |
Recall (%) | 94.0 | 90.5 | 90.2 |
F-Measure (%) | 94.5 | 91.2 | 90.6 |
TP | 150 | 135 | 132 |
TN | 140 | 130 | 128 |
FP | 10 | 15 | 14 |
FN | 15 | 20 | 22 |
TPR | 0.91 | 0.87 | 0.86 |
FPR | 0.07 | 0.10 | 0.09 |
Communication Overhead (%) | 5 | 6 | 6.5 |
False-Positive Rates | 0.07 | 0.10 | 0.09 |
Reduction in Privacy Violations Over Time (%) | 25 | 30 | 28 |
FTE Requirements (hours) | 10 | 12 | 12 |
Case Resolution Times (min) | 5 | 7 | 7 |
