232 citations · 657 across the 22 of their papers we have counts for
23 papers
3D Localization and Tracking Methods for Multi-Platform Radar Networks
Angela Marino, Giovanni Soldi, Domenico Gaglione +4
Multi-platform radar networks (MPRNs) are an emerging sensing technology due to their ability to provide improved surveillance capabilities over plain monostatic and bistatic syste…
Monitoring of Underwater Critical Infrastructures: the Nord Stream and Other Recent Case Studies
Giovanni Soldi, Domenico Gaglione, Simone Raponi +11
The explosions on September 26th, 2022, which damaged the gas pipelines of Nord Stream 1 and Nord Stream 2, have highlighted the need and urgency of improving the resilience of Und…
Large Deviations for Classification Performance Analysis of Machine Learning Systems
Paolo Braca, Leonardo M. Millefiori, Augusto Aubry +2
We study the performance of machine learning binary classification techniques in terms of error probabilities. The statistical test is based on the Data-Driven Decision Function (D…
Statistical Hypothesis Testing Based on Machine Learning: Large Deviations Analysis
Paolo Braca, Leonardo M. Millefiori, Augusto Aubry +3
We study the performance -- and specifically the rate at which the error probability converges to zero -- of Machine Learning (ML) classification techniques. Leveraging the theory…
Recurrent Encoder-Decoder Networks for Vessel Trajectory Prediction with Uncertainty Estimation
Samuele Capobianco, Nicola Forti, Leonardo M. Millefiori +2
Recent deep learning methods for vessel trajectory prediction are able to learn complex maritime patterns from historical Automatic Identification System (AIS) data and accurately…
Fusion of Sensor Measurements and Target-Provided Information in Multitarget Tracking
Domenico Gaglione, Paolo Braca, Giovanni Soldi +3
Tracking multiple time-varying states based on heterogeneous observations is a key problem in many applications. Here, we develop a statistical model and algorithm for tracking an…