Machine Learning and Deep Learning techniques are some of my main interests. Their use in various fields, from Computer Vision to Data Analysis, shows their potential. In particular, a solid interest in this area is aimed at artificial intelligence for computationally inefficient devices
I am interested in the set of techniques enabling complex interaction among intelligent agents and between agents and human counterparts, focusing specifically on extracting and processing agents’ knowledge. In this context, I am also interested in the procedures to integrate human-understandable knowledge into intelligent agents relying on ML and DL approaches.
Many of the Artificial Intelligence techniques turn out to be unexplainable. One of my research interests focuses precisely on identifying techniques that make it possible to understand and explain AI algorithms that otherwise would not be explainable.
The world of information security is one of my main research interests. This interest includes both the defence mechanisms adopted by telecommunication systems to avoid hacking, interception, data loss, breach of confidentiality and the offensive mechanisms used by attackers.