For further information about Electromagnetism, Electronics, Telecommunications and Interactive Cognitive Environments curricula themes:

1. Imitation learning in multisensor self-aware autonomous systems, Lucio Marcenaro (This email address is being protected from spambots. You need JavaScript enabled to view it.)

2. Cooperative self-awareness for AI enabled cognitive radio, Prof. Carlo Regazzoni (This email address is being protected from spambots. You need JavaScript enabled to view it.)

3. Underwater acoustic systems for the analysis of natural and anthropogenic phenomena, Prof. Andrea Trucco (This email address is being protected from spambots. You need JavaScript enabled to view it.)

4. Signal and Image processing as a support for diagnosis and telerehabilitation, Prof. Silvana Dellepiane (This email address is being protected from spambots. You need JavaScript enabled to view it.)

5. Multiscale modeling in high-frequency electromagnetics for photobiomodulation and two-dimensional material applications, Prof. Mirco Raffetto (This email address is being protected from spambots. You need JavaScript enabled to view it.)

6. Deep learning models for predicting automated driving scenarios, Prof. Francesco Bellotti (This email address is being protected from spambots. You need JavaScript enabled to view it.)

7. Edge/cloud big data management, analytics and machine learning, Prof. Riccardo Berta (This email address is being protected from spambots. You need JavaScript enabled to view it.)

8. Autonomous agents based on deep reinforcement learning, Prof. Alessandro De Gloria (This email address is being protected from spambots. You need JavaScript enabled to view it.)

9. Novel inversion techniques for electromagnetic imaging, Prof. Matteo Pastorino (This email address is being protected from spambots. You need JavaScript enabled to view it.)

10. Design and development of resource-constrained systems for machine learning, Prof. Paolo Gastaldo (This email address is being protected from spambots. You need JavaScript enabled to view it.) and Prof. Rodolfo Zunino (This email address is being protected from spambots. You need JavaScript enabled to view it.)

11. Robotic systems based on tactile sensing for biomedical applications, Prof. Lucia Seminara (This email address is being protected from spambots. You need JavaScript enabled to view it.)  

12. Innovative electronic systems for medical diagnostics in neurology, Prof. Lucia Seminara (This email address is being protected from spambots. You need JavaScript enabled to view it.)  

13. Multilinear Regression Methods for IoT Applications in the framework of e-health services, Prof. Fabio Lavagetto (This email address is being protected from spambots. You need JavaScript enabled to view it.)

14. Achieving wisdom through channel state information analysis for context-aware device-free applications, Prof. Andrea Sciarrone (This email address is being protected from spambots. You need JavaScript enabled to view it.)

15. Self-similar Radio Signal Analysis for IoT Device Detection applied to Drones for Security Frameworks, Prof. Igor Bisio (This email address is being protected from spambots. You need JavaScript enabled to view it.)

16. New-generation Control and Management approaches for distributed and cloud-native 5G Radio Mobile Networks, Prof. Roberto Bruschi (This email address is being protected from spambots. You need JavaScript enabled to view it.)

17. Cybersecurity in 5G Radio Mobile Networks and Industry 4.0 Vertical Applications, Prof. Raffaele Bolla (This email address is being protected from spambots. You need JavaScript enabled to view it.)

18. Probabilistic graphical models and machine learning for remote sensing image analysis, Prof. Sebastiano Serpico (This email address is being protected from spambots. You need JavaScript enabled to view it.) and Prof. Gabriele Moser (This email address is being protected from spambots. You need JavaScript enabled to view it.)

19. Embedded edge computing machine learning for high density sensor arrays in autonomous systems, Prof. Maurizio Valle (This email address is being protected from spambots. You need JavaScript enabled to view it.)

20. Cybersecurity threats analysis in Satellite Networks, Prof. Mario Marchese (This email address is being protected from spambots. You need JavaScript enabled to view it.)

21. Resource Allocation in Satellite Networks through Virtualization, Prof. Mario Marchese (This email address is being protected from spambots. You need JavaScript enabled to view it.)

22. Investigation, implementation and testing of experimental systems capable of correlating physical and cyber security events (funded by IREN SpA) 

23. State of the art, development and performance analysis of algorithms for the correlation of events for the detection, prevention and reaction to attacks and anomalies (Executive PhD, IREN SpA)

24. Investigation, implementation and testing of innovative solutions aimed at improving the security level of currently used systems (partially funded by SABABA SECURITY SRL) 

For further information about Computational Vision, Automatic Recognition and Learning themes:

• Theme A: 3D scene understanding with geometrical and deep learning reasoning, tutor: Alessio Del Bue, Pietro Morerio

• Theme B: Artificial Intelligence for Human Behavior Analysis, tutor: Alessio Del Bue, Pietro Morerio

• Theme C: Deep Learning for Multi-modal scene understanding, tutor: Alessio Del Bue, Pietro Morerio, Vittorio Murino

• Theme D: Self-Supervised and Unsupervised Deep Learning, tutor: Alessio Del Bue

• Theme E: Visual Reasoning with Knowledge and Graph Neural Networks for scene understanding, tutor: Alessio Del Bue, Stuart James