FedXAI-Health: Privacy-Protected Explainable Federated Deep Learning Model in Pre-emption of Early Diseases with Multimodal Healthcare Data
Machine learning (ML) has significantly accelerated healthcare analytics, but its widespread clinical implementation is hindered by issues of data privacy, inter-institutional heterogeneity, and a lack of interpretability. To overcome these challenges, this paper proposes FedXAI-Health, a novel framework that combines...