Table 4.
Experiments | AUROCb (95% CI) | F1-score (95% CI) | Precision (95% CI) | Recall (95% CI) |
Benchmark | 0.954 (0.930-0.978) | 0.814 (0.655-0.910) | 0.820 (0.672-0.943) | 0.814 (0.640-0.936) |
Basic FLc | 0.938 (0.860-0.978) | 0.807 (0.651-0.931) | 0.823 (0.645-0.942) | 0.795 (0.660-0.925) |
Imbalanced FL | 0.943 (0.883-0.977) | 0.807 (0.635-0.902) | 0.830 (0.650-0.935) | 0.788 (0.626-0.905) |
aAll results are presented with a 95% CI by resampling 100 times.
bAUROC: area under the receiver operating characteristic curve.
cFL: federated learning.