A Communication-Efficient Personalized Federated Learning Framework for Multi-Site Brain Disease Diagnosis
Functional magnetic resonance imaging (fMRI) enables data-driven diagnosis of neuropsychiatric disorders, but the brain-connectivity features it produces are extremely highdimensional relative to the number of subjects available at any single hospital, and patient-privacy regulations prevent institutions from pooling r...