Experiments of Federated Learning for COVID-19 Chest X-ray Images

no code implementations • 5 Jul 2020 • Boyi Liu, Bingjie Yan, Yize Zhou, Yifan Yang, Yixian Zhang

However, for the protection and respect of the privacy of patients, the hospital's specific medical-related data did not allow leakage and sharing without permission.

Federated Learning

FedCM: A Real-time Contribution Measurement Method for Participants in Federated Learning

no code implementations • 8 Sep 2020 • Boyi Liu, Bingjie Yan, Yize Zhou, Zhixuan Liang, Cheng-Zhong Xu

Furthermore, we developed federated learning open-source software based on FedCM.

Federated Learning

A Real-time Contribution Measurement Method for Participants in Federated Learning

no code implementations • 28 Sep 2020 • Bingjie Yan, Yize Zhou, Boyi Liu, Jun Wang, Yuhan Zhang, Li Liu, Xiaolan Nie, Zhiwei Fan, Zhixuan Liang

However, there is a lack of a sufficiently reasonable contribution measurement mechanism to distribute the reward for each agent.

Federated Learning

Applications of Federated Learning in Smart Cities: Recent Advances, Taxonomy, and Open Challenges

no code implementations • 2 Feb 2021 • Zhaohua Zheng, Yize Zhou, Yilong Sun, Zhang Wang, Boyi Liu, Keqiu Li

This paper starts with the current developments of federated learning and its applications in various fields.

Federated Learning