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Idio Guarino
Idio Guarino
Post-doc, Department of Computer Science, University of Verona
Verified email at univr.it
Title
Cited by
Cited by
Year
On the use of machine learning approaches for the early classification in network intrusion detection
I Guarino, G Bovenzi, D Di Monda, G Aceto, D Ciuonzo, A Pescapé
2022 IEEE International symposium on measurements & networking (M&N), 1-6, 2022
222022
Contextual counters and multimodal Deep Learning for activity-level traffic classification of mobile communication apps during COVID-19 pandemic
I Guarino, G Aceto, D Ciuonzo, A Montieri, V Persico, A Pescapè
Computer Networks 219, 109452, 2022
212022
Many or Few Samples? Comparing Transfer, Contrastive and Meta-Learning in Encrypted Traffic Classification
I Guarino, C Wang, A Finamore, A Pescape, D Rossi
arXiv preprint arXiv:2305.12432, 2023
102023
Classification of communication and collaboration apps via advanced deep-learning approaches
I Guarino, G Aceto, D Ciuonzo, A Montieri, V Persico, A Pescapé
2021 IEEE 26th International Workshop on Computer Aided Modeling and Design …, 2021
102021
Explainable Deep-Learning Approaches for Packet-Level Traffic Prediction of Collaboration and Communication Mobile Apps
I Guarino, G Aceto, D Ciuonzo, A Montieri, V Persico, A Pescapè
IEEE Open Journal of the Communications Society, 2024
92024
XAI for interpretable multimodal architectures with contextual input in mobile network traffic classification
F Cerasuolo, I Guarino, V Spadari, G Aceto, A Pescapé
2024 IFIP Networking Conference (IFIP Networking), 757-762, 2024
32024
Fine-Grained Traffic Prediction of Communication-and-Collaboration Apps via Deep-Learning: a First Look at Explainability
I Guarino, G Aceto, D Ciuonzo, A Montieri, V Persico, A Pescapé
ICC 2023-IEEE International Conference on Communications, 1609-1615, 2023
32023
Mobile network traffic prediction using high order Markov chains trained at multiple granularity
I Guarino, A Nascita, G Aceto, A Pescapà
2021 IEEE 6th International Forum on Research and Technology for Society and …, 2021
32021
Characterizing and modeling traffic of communication and collaboration apps bloomed with COVID-19 outbreak
I Guarino, G Aceto, D Ciuonzo, A Montieri, V Persico, A Pescapè
2021 IEEE 6th International Forum on Research and Technology for Society and …, 2021
32021
Mapping the Landscape of Generative AI in Network Monitoring and Management
G Bovenzi, F Cerasuolo, D Ciuonzo, D Di Monda, I Guarino, A Montieri, ...
arXiv preprint arXiv:2502.08576, 2025
2025
A Comparison Between Classical and Quantum Machine Learning for Mobile App Traffic Classification
V Spadari, I Guarino, D Ciuonzo, A Pescapè
2024 IEEE/ACM Symposium on Edge Computing (SEC), 461-467, 2024
2024
Mirage-App× Act-2024: A Novel Dataset for Mobile App and Activity Traffic Analysis
I Guarino, D Ciuonzo, A Montieri, A Pescapè
2024 20th International Conference on Wireless and Mobile Computing …, 2024
2024
Explainable Predictive Analysis of the Economic and Financial Performance of Italian Publicly Owned Companies
I Guarino, A Montieri, D Ciuonzo, A Pescape
MIRAGE-APP× ACT-2024
I Guarino, D Ciuonzo, A Montieri, A Pescapè
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