Research Article
Advancing Pandemic Preparedness in Healthcare 5.0: A Survey of Federated Learning Applications
Table 2
Importance of FL in pandemic preparedness and relevance to COVID-19.
| Aspect | Explanation |
| Data privacy concerns | FL addresses data privacy concerns, crucial in healthcare where patient data are sensitive and must be protected |
| Decentralized decision-making | Pandemics require decentralized decision-making. FL’s collaborative model training aligns with this need |
| Real-time surveillance | Timely data analysis and surveillance are vital. FL enables real-time model updates while protecting privacy |
| Relevance to COVID-19 | Contact tracing: protects personal data while aiding in tracking potential exposure | Drug discovery: accelerates drug discovery by analyzing patient data while preserving privacy | Resource allocation: optimizes resource allocation in overwhelmed healthcare systems while ensuring data privacy |
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