Table 13 Setup and qualitative analysis on privacy preservation in healthcare through federated learning.
Setup | Accuracy | F1-score | Communication overhead | Privacy risk (qualitative) |
---|---|---|---|---|
Centralized | 0.9912 | 0.9871 | Low | High |
Federated (FL) | 0.9863 | 0.9827 | Moderate | Low |