Guma Ali

Privacy-Preserving Healthcare Diagnostics: A Comparative Study of Horizontal and Vertical Federated Learning Approaches

Federated learning (FL) is a novel method of healthcare diagnostics that allows training cross -institutional collaborative models without violating data privacy. This paper will compare and contrast the two approaches of vertical and horizontal federated learning to detect diseases such as pneumonia based on the use o...