Evaluation of federated learning aggregation algorithms: application to human activity recognition. - Sannara Ek; François Portet; Philippe Lalanda; Germán Vega (UbiComp/ISWC Adjunct, 2020)

Artifact: A Federated Learning Aggregation Algorithm for Pervasive Computing: Evaluation and Comparison. - Sannara Ek; François Portet; Philippe Lalanda; Germán Vega (PerCom Workshops, 2021)

A Federated Learning Aggregation Algorithm for Pervasive Computing: Evaluation and Comparison. - Sannara Ek; François Portet; Philippe Lalanda; Germán Vega (PerCom, 2021)

Federated Learning Within Pervasive Heterogeneous Environments. - Sannara Ek; Philippe Lalanda; François Portet (PerCom Workshops, 2022)

Federated Self-Supervised Learning in Heterogeneous Settings: Limits of a Baseline Approach on HAR. - Sannara Ek; Romain Rombourg; François Portet; Philippe Lalanda (PerCom Workshops, 2022)

Lightweight Transformers for Human Activity Recognition on Mobile Devices. - Sannara Ek; François Portet; Philippe Lalanda (CoRR, 2022)

Evaluation and comparison of federated learning algorithms for Human Activity Recognition on smartphones. - Sannara Ek; François Portet; Philippe Lalanda; Germán Vega (Pervasive Mob. Comput., 2022)

Combining Public Human Activity Recognition Datasets to Mitigate Labeled Data Scarcity. - Riccardo Presotto; Sannara Ek; Gabriele Civitarese; François Portet; Philippe Lalanda; Claudio Bettini (SMARTCOMP, 2023)

Transformer-based models to deal with heterogeneous environments in Human Activity Recognition. - Sannara Ek; François Portet; Philippe Lalanda (Pers. Ubiquitous Comput., 2023)

Comparing Self-Supervised Learning Techniques for Wearable Human Activity Recognition. - Sannara Ek; Riccardo Presotto; Gabriele Civitarese; François Portet; Philippe Lalanda; Claudio Bettini (CoRR, 2024)

FedAli: Personalized Federated Learning with Aligned Prototypes through Optimal Transport. - Sannara Ek; Kaile Wang; François Portet; Philippe Lalanda; Jiannong Cao 001 (CoRR, 2024)

Personalized federated learning for sensor-based human activity recognition in pervasive heterogeneous environments. (Apprentissage fédéré personnalisé pour la reconnaissance de l'activité humaine à partir de capteurs dans des environnements pervasifs hétérogènes). - Sannara Ek (2024)