Federated Learning and Differential Privacy Techniques on Multi-hospital Population-scale Electrocardiogram Data

no code implementations • 26 Apr 2024 • Vikhyat Agrawal, Sunil Vasu Kalmady, Venkataseetharam Manoj Malipeddi, Manisimha Varma Manthena, Weijie Sun, Saiful Islam, Abram Hindle, Padma Kaul, Russell Greiner

Our results show that the performance achieved using our implementation of the FL approach is comparable to that of the pooled approach, where the model is trained over the aggregating data from all hospitals.

ECG Classification Federated Learning