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Anonymizing Data for Privacy-Preserving Federated Learning


Feb 21, 2020
Olivia Choudhury, Aris Gkoulalas-Divanis, Theodoros Salonidis, Issa Sylla, Yoonyoung Park, Grace Hsu, Amar Das

* 24th European Conference on Artificial Intelligence (ECAI) 

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Differential Privacy-enabled Federated Learning for Sensitive Health Data


Nov 14, 2019
Olivia Choudhury, Aris Gkoulalas-Divanis, Theodoros Salonidis, Issa Sylla, Yoonyoung Park, Grace Hsu, Amar Das

* Machine Learning for Health (ML4H) at NeurIPS 2019 

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Adaptive Federated Learning in Resource Constrained Edge Computing Systems


Aug 02, 2018
Shiqiang Wang, Tiffany Tuor, Theodoros Salonidis, Kin K. Leung, Christian Makaya, Ting He, Kevin Chan

* The current version includes a new convergence bound that is more general than the bound in the previous version. The control algorithm and experimentation results in the current version are new. The new control algorithm can guarantee convergence to zero optimality gap as the resource budget goes to infinity. The experiments are conducted on larger datasets and more results are included 

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