Privacy-Preserving Edge Intelligence Framework (PPEIF) Using Homomorphic Encryption and Knowledge Distillation for Efficient Electronic Health Records Management

Privacy-Preserving Edge Intelligence Framework (PPEIF) Using Homomorphic Encryption and Knowledge Distillation for Efficient Electronic Health Records Management

The rapid integration of machine learning in healthcare emphasizes the need for privacy-preserving and efficient solutions, especially when managing sensitive Electronic Health Records (EHRs). Existing federated learning (FL) frameworks face significant challenges, including high communication...