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Idio Guarino
Idio Guarino
Post-doc, Department of Computer Science, University of Verona
Verified email at univr.it
Title
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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
192022
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
122022
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
92021
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
62023
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
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
22021
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
12024
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
12023
XAI for Interpretable Multimodal Architectures with Contextual Input in Mobile Network Traffic Classification
F Cerasuolo, I Guarino, V Spadari, G Aceto, A Pescapé
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