Table 3 Results of federated model Training.
Number of Edge Nodes | Accuracy (%) | Precision (%) | Recall (%) | F1-Score (%) | Convergence Time (Epochs) | Estimated Time (Seconds) |
---|---|---|---|---|---|---|
10 | 88.5 | 87.2 | 85.6 | 86.4 | 20 | 600 |
20 | 90.1 | 88.9 | 87.5 | 88.2 | 18 | 540 |
30 | 92.3 | 90.5 | 89.8 | 90.2 | 15 | 450 |
40 | 93.8 | 92.1 | 91.4 | 91.7 | 12 | 360 |
50 | 95.2 | 94.0 | 93.3 | 93.6 | 10 | 300 |