Welfare and Fairness Dynamics in Federated Learning: A Client Selection Perspective

no code implementations • 17 Feb 2023 • Yash Travadi, Le Peng, Xuan Bi, Ju Sun, Mochen Yang

However, the economic considerations of the clients, such as fairness and incentive, are yet to be fully explored.

Distributed Computing Fairness +2

Imbalanced Classification in Medical Imaging via Regrouping

no code implementations • 21 Oct 2022 • Le Peng, Yash Travadi, Rui Zhang, Ying Cui, Ju Sun

We propose performing imbalanced classification by regrouping majority classes into small classes so that we turn the problem into balanced multiclass classification.

Image Classification imbalanced classification +1