Nicola Bena

34 papers A 3B 1C 2Journal 17Unranked 7
YearRankTypeTitle / Venue / Authors
2026 — ed.
Proceedings of the 4th Italian Conference on Big Data and Data Science (ITADATA 2025), Turin, Italy, September 9-11, 2025
ITADATA
Nicola Bena, Michelangelo Ceci, Roberto Esposito, Riccardo Torlone, Alex Della Bruna, Claudio A. Ardagna, Mirko Polato, Luigi Romano
2025 J jnl
AI Impermanence: Achilles' Heel for AI Assessment?
IEEE Access
Kathrin Brecker, Sebastian Lins, Nicola Bena, Claudio A. Ardagna, Marco Anisetti, Ali Sunyaev
2025 J jnl
Continuous Management of Machine Learning-Based Application Behavior.
IEEE Trans. Serv. Comput.
Marco Anisetti, Claudio A. Ardagna, Nicola Bena, Ernesto Damiani, Paolo G. Panero
2025 J jnl
Proceedings of the 3rd Italian Conference on Big Data and Data Science (ITADATA2024).
CoRR
Nicola Bena, Claudia Diamantini, Michela Natilli, Luigi Romano, Giovanni Stilo, Valentina Pansanella, Claudio A. Ardagna, Anna Monreale, Roberto Trasarti
2025 J jnl
Protecting machine learning from poisoning attacks: A risk-based approach.
Comput. Secur.
Nicola Bena, Marco Anisetti, Ernesto Damiani, Chan Yeob Yeun, Claudio A. Ardagna
2025 — conf
Techno/Ecofeminism in Action: Fair and Responsible Resource Allocation for Sustainable Data Science Pipelines.
EDBT/ICDT Workshops
Genoveva Vargas-Solar, José-Luis Zechinelli-Martini, Claudio Agostino Ardagna, Nicola Bena, Nadia Bennani, Barbara Catania, Javier-Alfonso Espinosa-Oviedo, Chirine Ghedira Guegan, Andrea Mauri
2025 J jnl
Workshop Scientific HPC in the pre-Exascale era (part of ITADATA 2024) Proceedings.
CoRR
Nicola Bena, Claudia Diamantini, Michela Natilli, Luigi Romano, Giovanni Stilo, Valentina Pansanella, Claudio A. Ardagna, Anna Monreale, Roberto Trasarti, Valentina Cesare, Gianluca Mittone, Emanuele De Rubeis, Alberto Vecchiato
2024 A conf
A Transparent Certification Scheme Based on Blockchain for Service-Based Systems.
ICWS
Nicola Bena, Marco Pedrinazzi, Marco Anisetti, Omar Hasan, Lionel Brunie
2024 J jnl
Certifying Accuracy, Privacy, and Robustness of ML-Based Malware Detection.
SN Comput. Sci.
Nicola Bena, Marco Anisetti, Gabriele Gianini, Claudio A. Ardagna
2024 C conf
Decolonizing Federated Learning: Designing Fair and Responsible Resource Allocation.
AICCSA
Genoveva Vargas-Solar, Nadia Bennani, Javier A. Espinosa-Oviedo, Andrea Mauri, José-Luis Zechinelli-Martini, Barbara Catania, Claudio A. Ardagna, Nicola Bena
2024 — —
Non-Functional Certification of Modern Distributed Systems.
Nicola Bena
2024 — ed.
Proceedings of the 2nd Italian Conference on Big Data and Data Science (ITADATA 2023), Naples, Italy, September 11-13, 2023.
itaDATA
Nicola Bena, Beniamino Di Martino, Antonio Maratea, Alessandro Sperduti, Emanuel Di Nardo, Angelo Ciaramella, Raffaele Montella, Claudio A. Ardagna
2024 J jnl
Revisiting Trust Management in the Data Economy: A Road Map.
IEEE Internet Comput.
Claudio A. Ardagna, Nicola Bena, Nadia Bennani, Chirine Ghedira Guegan, Nicolò Grecchi, Genoveva Vargas-Solar
2023 J jnl
Big Data Assurance: An Approach Based on Service-Level Agreements.
Big Data
Claudio A. Ardagna, Nicola Bena, Cédric Hébert, Maria Krotsiani, Christos Kloukinas, George Spanoudakis
2023 — conf
Continuous Certification of Non-functional Properties Across System Changes.
ICSOC (1)
Marco Anisetti, Claudio A. Ardagna, Nicola Bena
2023 J jnl
Explainable Data Poison Attacks on Human Emotion Evaluation Systems Based on EEG Signals.
IEEE Access
Zhibo Zhang, Sani Umar, Ahmed Y. Al Hammadi, Sangyoung Yoon, Ernesto Damiani, Claudio Agostino Ardagna, Nicola Bena, Chan Yeob Yeun
2023 J jnl
Explainable Data Poison Attacks on Human Emotion Evaluation Systems based on EEG Signals.
CoRR
Zhibo Zhang, Sani Umar, Ahmed Y. Al Hammadi, Sangyoung Yoon, Ernesto Damiani, Claudio Agostino Ardagna, Nicola Bena, Chan Yeob Yeun
2023 C conf
Lightweight Behavior-Based Malware Detection.
MEDES
Marco Anisetti, Claudio A. Ardagna, Nicola Bena, Vincenzo Giandomenico, Gabriele Gianini
2023 J jnl
Managing ML-Based Application Non-Functional Behavior: A Multi-Model Approach.
CoRR
Marco Anisetti, Claudio A. Ardagna, Nicola Bena, Ernesto Damiani, Paolo G. Panero
2023 J jnl
Multi-Dimensional Certification of Modern Distributed Systems.
IEEE Trans. Serv. Comput.
Marco Anisetti, Claudio Agostino Ardagna, Nicola Bena
2023 — conf
Non-Functional Certification of Modern Distributed Systems: A Research Manifesto.
SSE
Claudio A. Ardagna, Nicola Bena
2023 J jnl
On the Robustness of Random Forest Against Untargeted Data Poisoning: An Ensemble-Based Approach.
IEEE Trans. Sustain. Comput.
Marco Anisetti, Claudio A. Ardagna, Alessandro Balestrucci, Nicola Bena, Ernesto Damiani, Chan Yeob Yeun
2023 — ed.
Proceedings of the 1st Italian Conference on Big Data and Data Science (itaDATA 2022), Milan, Italy, September 20-21, 2022.
itaDATA
Marco Anisetti, Angela Bonifati, Nicola Bena, Claudio A. Ardagna, Donato Malerba
2023 J jnl
Rethinking Certification for Trustworthy Machine-Learning-Based Applications.
IEEE Internet Comput.
Marco Anisetti, Claudio A. Ardagna, Nicola Bena, Ernesto Damiani
2023 J jnl
Towards Certification of Machine Learning-Based Distributed Systems.
CoRR
Marco Anisetti, Claudio A. Ardagna, Nicola Bena, Ernesto Damiani
2022 A conf
A DevSecOps-based Assurance Process for Big Data Analytics.
ICWS
Marco Anisetti, Nicola Bena, Filippo Berto, Gwanggil Jeon
2022 B conf
Bridging the Gap Between Certification and Software Development.
ARES
Claudio A. Ardagna, Nicola Bena, Ramon Martín de Pozuelo
2022 J jnl
New data poison attacks on machine learning classifiers for mobile exfiltration.
CoRR
Miguel A. Ramirez, Sangyoung Yoon, Ernesto Damiani, Hussam M. N. Al Hamadi, Claudio Agostino Ardagna, Nicola Bena, Young-Ji Byon, Tae-Yeon Kim, Chung-Suk Cho, Chan Yeob Yeun
2022 J jnl
On the Robustness of Ensemble-Based Machine Learning Against Data Poisoning.
CoRR
Marco Anisetti, Claudio A. Ardagna, Alessandro Balestrucci, Nicola Bena, Ernesto Damiani, Chan Yeob Yeun
2022 — conf
Security Assurance in Modern IoT Systems.
VTC Spring
Nicola Bena, Ruslan Bondaruc, Antongiacomo Polimeno
2021 A conf
An Assurance-Based Risk Management Framework for Distributed Systems.
ICWS
Marco Anisetti, Claudio Agostino Ardagna, Nicola Bena, Andrea Foppiani
2021 — conf
Towards an Assurance Framework for Edge and IoT Systems.
EDGE
Marco Anisetti, Claudio Agostino Ardagna, Nicola Bena, Ruslan Bondaruc
2020 — conf
An Assurance Framework and Process for Hybrid Systems.
ICETE (Selected Papers)
Marco Anisetti, Claudio A. Ardagna, Nicola Bena, Ernesto Damiani
2020 — conf
Stay Thrifty, Stay Secure: A VPN-based Assurance Framework for Hybrid Systems.
ICETE (2)
Marco Anisetti, Claudio A. Ardagna, Nicola Bena, Ernesto Damiani