Publications

Journal article (1)

Balancing Privacy and Performance in Federated Learning: a Systematic Literature Review on Methods and Metrics (Mar 2024)
Samaneh Mohammadi, Ali Balador, Sima Sinaei, Francesco Flammini
Journal of Parallel and Distributed Computing (JPDC)

Conference/Workshop Paper (4)

Hyperparameters Optimization for Federated Learning System: Speech Emotion Recognition Case Study (Oct 2023)
Kateryna Mishchenko , Samaneh Mohammadi, Mohammadreza Mohammadi , Sima Sinaei
The Eighth IEEE International Conference on Fog and Mobile Edge Computing (FMEC 2023)

Balancing Privacy and Accuracy in Federated Learning for Speech Emotion Recognition (Sep 2023)
Samaneh Mohammadi, Mohammadreza Mohammadi , Sima Sinaei, Ali Balador, Ehsan Nowroozi , Francesco Flammini, Mauro Conti
18th Conference on Computer Science and Intelligence Systems (FedCSIS 2023)

Optimized Paillier Homomorphic Encryption in Federated Learning for Speech Emotion Recognition (Aug 2023)
Samaneh Mohammadi, Sima Sinaei, Ali Balador, Francesco Flammini
IEEE 47th Annual Computers, Software, and Applications Conference (COMPSAC 2023)

Secure and Efficient Federated Learning by Combining Homomorphic Encryption and Gradient Pruning in Speech Emotion Recognition (Aug 2023)
Samaneh Mohammadi, Sima Sinaei, Ali Balador, Francesco Flammini
18th International Conference on Information Security Practice and Experience (ISPEC 2023)