I joined the Personal Robotics Lab as a Research Associate in September 2017 as a part of the MURI grant on “Closed-Loop Multisensory Brain-Computer Interfaces for Enhanced Decision Accuracy”.
My research interests focus on applying and developing explainable machine learning algorithms to decode human mental states to improve decision-making performance and to solve human-machine interaction challenges. I combine methodical experimental designs with principled deep learning architectures to achieve performance that can be analysed and explained.
I received my Ph.D. Degree in Electronic Engineering from University College London (UCL) in April 2017 with the Thesis topic: “Energy Efficient Large Scale Antenna Systems for 5G Communications and Beyond”. My research in UCL focused on Multiple-Input Multiple-Output (MIMO) wireless communications, with emphasis on large-scale antenna array systems and energy efficient communications.
Before being a Ph.D. candidate in the Electronic and Engineering Department at University College London, I received the M.Sc. degree with honours in Telecommunications Engineering from the University of Rome La Sapienza, Rome, Italy, in 2013. Between 2012 and 2013 I held a JPL Visiting Student Researchers Program position in the Jet Propulsion Laboratory Pasadena, CA (USA).
et al., 2021, Predicting secondary task performance: a directly actionable metric for cognitive overload detection, Ieee Transactions on Cognitive and Developmental Systems, ISSN:2379-8920
Amadori P, Fischer T, Demiris Y, 2021, HammerDrive: A task-aware driving visual attention model, IEEE Transactions on Intelligent Transportation Systems, ISSN:1524-9050, Pages:1-13
Amadori PV, Masouros C, 2017, Large scale antenna selection and precoding for interference exploitation, IEEE Transactions on Communications, Vol:65, ISSN:0090-6778, Pages:4529-4542
et al., 2017, An Efficient Manifold Algorithm for Constructive Interference Based Constant Envelope Precoding, IEEE Signal Processing Letters, Vol:24, ISSN:1070-9908, Pages:1542-1546
Amadori PV, Masouros C, 2017, Constant Envelope Precoding by Interference Exploitation in Phase Shift Keying-Modulated Multiuser Transmission, IEEE Transactions on Wireless Communications, Vol:16, ISSN:1536-1276, Pages:538-550
Amadori PV, Masouros C, 2016, Interference-Driven Antenna Selection for Massive Multiuser MIMO, IEEE Transactions on Vehicular Technology, Vol:65, ISSN:0018-9545, Pages:5944-5958
Amadori PV, Masouros C, 2015, Low RF-Complexity Millimeter-Wave Beamspace-MIMO Systems by Beam Selection, IEEE Transactions on Communications, Vol:63, ISSN:0090-6778, Pages:2212-2223
et al., 2020, Decision anticipation for driving assistance systems, 2020 IEEE 23rd International Conference on Intelligent Transportation Systems (ITSC), IEEE, Pages:1-7
et al., 2019, Random Expert Distillation: Imitation Learning via Expert Policy Support Estimation, Thirty-sixth International Conference on Machine Learning, Proceedings of International Conference on Machine Learning (ICML-2019)
Wang R, Amadori P, Demiris Y, 2019, Real-time workload classification during driving using hyperNetworks, International Conference on Intelligent Robots and Systems (IROS 2018), IEEE, ISSN:2153-0866