Mustafa Al Samara

According to our database, Mustafa Al Samara authored at least 21 papers between 2021 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

DADM2D-SFL: Decentralised Aggregation framework based on DBSCAN Malicious Model Detection for Secure Federated Learning.

Amira Ailane, Samir Bourekkache, Okba Ben Atia, Mustafa Al Samara, Nadia Hamani, Laid Kahloul, Pascal Lorenz

Comput. Networks, 2026

A Privacy-Preserving Behavioral Authentication Framework for Public Transport Applications.

David Monschein, Markus Knecht, Mustafa Al Samara, José Antonio Peregrina, Tim Piotrowski, Sascha Gohlke, Ismail Bennis, Wilfrid Azan, Abdelhafid Abouaissa, Alfonso García de Prado, Marc Gilg, Eva-Maria Neumann, Zoltán Nochta, Guadalupe Ortiz, Ioan Szilagyi, Oliver P. Waldhorst, Christian Zirpins

IEEE Access, 2026

2025

Securing Federated Learning in IoT: A Survey of Attacks, Defenses, and Frameworks.

Okba Ben Atia, Mustafa Al Samara, Ismail Bennis, Jaafar Gaber, Abdelhafid Abouaissa, Pascal Lorenz

IEEE Internet Things J., 2025

M3D-FL: Multi-layer Malicious Model Detection for Federated Learning in IoT networks.

Okba Ben Atia, Mustafa Al Samara, Ismail Bennis, Abdelhafid Abouaissa, Jaafar Gaber, Pascal Lorenz

Comput. Secur., 2025

AI-Driven Optimisation for Mobile Behavioural Biometrics Continuous Authentication.

Mustafa Al Samara, Ismail Bennis, Marc Gilg, Bouziane Brik, Abdelhafid Abouaissa

Proceedings of the 21th International Conference on Wireless and Mobile Computing, 2025

A Meta Learning Framework for Intrusion Detection in Connected Vehicles.

Okba Ben Atia, Mustafa Al Samara, Ismail Bennis

Proceedings of the 21th International Conference on Wireless and Mobile Computing, 2025

B2CAR: Behavioural Biometrics for Continuous Authentication with Regularisation Techniques.

Mustafa Al Samara, Marc Gilg, Abdelhafid Abouaissa, Ismail Bennis, Pascal Lorenz

Proceedings of the International Wireless Communications and Mobile Computing, 2025

A Distributed Federated Learning Framework for Privacy-Preserving ADHD Diagnosis.

Okba Ben Atia, Mustafa Al Samara, Ismail Bennis, Aiman Erbad

Proceedings of the 22nd IEEE/ACS International Conference on Computer Systems and Applications, 2025

2024

SA-O²DCA: Seasonal Adapted Online Outlier Detection and Classification Approach for WSN.

Mustafa Al Samara, Ismail Bennis, Abdelhafid Abouaissa, Pascal Lorenz

J. Netw. Syst. Manag., April, 2024

EMDG-FL: Enhanced Malicious Model Detection based on Genetic Algorithm for Federated Learning.

Okba Ben Atia, Mustafa Al Samara, Ismail Bennis, Jaafar Gaber, Abdelhafid Abouaissa, Pascal Lorenz

Proceedings of the IEEE Wireless Communications and Networking Conference, 2024

FedLbs: Federated Learning Loss-Based Swapping Approach for Energy Building's Load Forecasting.

Bouchra Fakher, Mohamed-el-Amine Brahmia, Mustafa Al Samara, Ismail Bennis, Abdelhafid Abouaissa

Proceedings of the International Wireless Communications and Mobile Computing, 2024

ERD-FL: Entropy-Driven Robust Defense for Federated Learning.

Okba Ben Atia, Mustafa Al Samara, Ismail Bennis, Jaafar Gaber, Abdelhafid Abouaissa, Pascal Lorenz

Proceedings of the International Wireless Communications and Mobile Computing, 2024

AM2DN-FL: Adaptive Malicious Model Detection in Non-IID Data Using Federated Learning for IoT System.

Okba Ben Atia, Mustafa Al Samara, Ismail Bennis, Jaafar Gaber, Abdelhafid Abouaissa, Pascal Lorenz

Proceedings of the 2024 IEEE Global Communications Conference, 2024

Efficient SIP Dispatcher Mechanism Based on Auto Scaling Processes.

Ali Al-Allawee, Pascal Lorenz, Mustafa Al Samara, Supriyanto Praptodiyono

Proceedings of the 2024 IEEE Global Communications Conference, 2024

2023

Complete outlier detection and classification framework for WSNs based on OPTICS.

Mustafa Al Samara, Ismail Bennis, Abdelhafid Abouaissa, Pascal Lorenz

J. Netw. Comput. Appl., February, 2023

Anomaly detection in loT: from data efficiency toe enhancing QoS. (Détection d'anomalies dans l'IoT: de l'efficacité des données à l'amélioration de la qualité de service).

Mustafa Al Samara

PhD thesis, 2023

O²DCA: Online Outlier Detection and Classification Approach for WSN.

Mustafa Al Samara, Ismail Bennis, Abdelhafid Abouaissa, Pascal Lorenz

Proceedings of the IEEE International Conference on Communications, 2023

2022

Enhanced efficient outlier detection and classification approach for WSNs.

Mustafa Al Samara, Ismail Bennis, Abdelhafid Abouaissa, Pascal Lorenz

Simul. Model. Pract. Theory, 2022

A Survey of Outlier Detection Techniques in IoT: Review and Classification.

Mustafa Al Samara, Ismail Bennis, Abdelhafid Abouaissa, Pascal Lorenz

J. Sens. Actuator Networks, 2022

OPTICS-Based Outlier Detection with Newton Classification.

Mustafa Al Samara, Ismail Bennis, Abdelhafid Abouaissa, Pascal Lorenz

Proceedings of the 2022 International Wireless Communications and Mobile Computing, 2022

2021

An Efficient Outlier Detection and Classification Clustering-Based Approach for WSN.

Mustafa Al Samara, Ismail Bennis, Abdelhafid Abouaissa, Pascal Lorenz

Proceedings of the IEEE Global Communications Conference, 2021