Homomorphic encryption(HE) enabled federated learning

• Main Author: Myat Nyein Soe
• Other Authors: Anupam Chattopadhyay
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2020
• Subjects: Engineering::Computer science and engineering::Data::Data encryption
• Online Access: https://hdl.handle.net/10356/138191
• Institution: Nanyang Technological University

In this report, to maximise data privacy, we conducted Federated Learning algorithm with Homomorphic Encryption. The project was done in stages. Initially, federated learning was done without applying homomorphic encryption. Homomorphic encryption was applied in a progressive manner at a later stage...