Intelligent payment system for horizontal federated learning

• Main Author: Ng, Randy Yi Liang
• Other Authors: Yu Han
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2022
• Subjects: Engineering::Computer science and engineering
• Online Access: https://hdl.handle.net/10356/156398
• Institution: Nanyang Technological University

Federated learning has been gaining in popularity recently as a result of the importance of data-driven insights shaping key business decisions coupled with a greater emphasis on data privacy. However, participants may be less willing to join a federation if their contributions and corresponding rewards are not fairly calculated. In this project, we aim to create a front-end interface that will allow federation initiators as well as federation participants to visualise rewards given to each participant based on varying distribution algorithms and budgets. This tool will serve as a platform for corporations to manage their various federations, communicate with other participants within a federation, and observe their con tributions and rewards in a transparent manner. The focus for this project will be the end-to-end development of this front-end application using modern web technologies.