Rajani Kumari Vaddepalli

Bridging the Interoperability Gap in Healthcare AI: Adaptive Federated Learning for Secure, Cross-Platform Data Harmonization

2024

Background: The adoption of AI in healthcare is hindered by data silos and privacy constraints, with heterogeneous sources like EHRs, wearables, and IoT devices operating in isolated ecosystems.Traditional centralized AI models fail to address interoperability …