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Andrea Venturi
Personal Information
Research Interests
- Machine and Deep Learning for Cybersecurity
- Explainable AI in Cybersecurity
- Adversarial Attacks against Machine Learning
- Big data analytics for Cybersecurity
Datasets
- DReLAB dataset - Deep Reinforcement Learning Adversarial Botnet dataset
Publications
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Giovanni Apruzzese, Mauro Andreolini, Mirco Marchetti, Andrea Venturi, Michele Colajanni "Deep Reinforcement Learning against Botnet Evasion Attacks", IEEE Transactions on Network and Service Management (IEEE TNSM), October 2020 [PDF]
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Andrea Venturi, Giovanni Apruzzese, Mauro Andreolini, Michele Colajanni, Mirco Marchetti "DReLAB - Deep REinforcement Learning Adversarial Botnet: A benchmark dataset for adversarial attacks against botnet Intrusion Detection Systems", Elsevier Data in Brief, December 2020 [Link to Elsevier]
Thesis (italian)
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Andrea Venturi "Sistema di Reinforcement Learning per contrastare l'efficacia di adversarial attack a Intrusion Detection System", Relatore: Michele Colajanni, Correlatore: Giovanni Apruzzese. Link MoReThesis
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