Privacy in Multimodal Federated Human Activity Recognition

no code implementations • 20 May 2023 • Alex Iacob, Pedro P. B. Gusmão, Nicholas D. Lane, Armand K. Koupai, Mohammud J. Bocus, Raúl Santos-Rodríguez, Robert J. Piechocki, Ryan McConville

This work studies the impact of privacy in federated HAR at a user, environment, and sensor level.

Federated Learning Human Activity Recognition

Can Fair Federated Learning reduce the need for Personalisation?

no code implementations • 4 May 2023 • Alex Iacob, Pedro P. B. Gusmão, Nicholas D. Lane

For situations where the federated model provides a lower accuracy than a model trained entirely locally by a client, personalisation improves the accuracy of the pre-trained federated weights to be similar to or exceed those of the local client model.

Federated Learning