Table 9 Preliminary Observations (Hypothetical Example Based on Scenario E)
From: FedOcw: optimized federated learning for cross-lingual speech-based Parkinson’s disease detection
Client | Language | Samples | PD/HC Ratio | Task Diversity | Avg. Weight |
|---|---|---|---|---|---|
C0 | Spanish | High | Imbalanced | High | Medium |
C5 | Italian | Medium | Balanced | High | High |
C8 | Chinese | Medium | Imbalanced | Medium | Low |
C11 | Czech | Low | Balanced | Low | High |
C12 | English | Low | Slightly imbalanced | Low | Low |
