Andrea Venturi

Personal Information

Ing. Andrea Venturi PhD Student Department of Information Engineering "Enzo Ferrari" University of Modena and Reggio Emilia Via Vivarelli, 10 41125 - Modena, Italy Tel.:   +39 0592056273 Fax :   +39 0592056129 E-mail:  andrea.venturi@unimore.it GPG Key:  0x17D89A50A78EB93F Curriculum Vitae:  Italian (2020), English (2020)

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

• 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]


• 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)

• 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