85 citations · 202 across the 11 of their papers we have counts for
11 papers
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…
Quickest Detection and Forecast of Pandemic Outbreaks: Analysis of COVID-19 Waves
Giovanni Soldi, Nicola Forti, Domenico Gaglione +5
The COVID-19 pandemic has, worldwide and up to December 2020, caused over 1.7 million deaths, and put the world's most advanced healthcare systems under heavy stress. In many count…
Deep Learning Methods for Vessel Trajectory Prediction based on Recurrent Neural Networks
Samuele Capobianco, Leonardo M. Millefiori, Nicola Forti +2
Data-driven methods open up unprecedented possibilities for maritime surveillance using Automatic Identification System (AIS) data. In this work, we explore deep learning strategie…
Space-based Global Maritime Surveillance. Part II: Artificial Intelligence and Data Fusion Techniques
Giovanni Soldi, Domenico Gaglione, Nicola Forti +11
Maritime surveillance (MS) is of paramount importance for search and rescue operations, fishery monitoring, pollution control, law enforcement, migration monitoring, and national s…
Space-based Global Maritime Surveillance. Part I: Satellite Technologies
Giovanni Soldi, Domenico Gaglione, Nicola Forti +11
Maritime surveillance (MS) is crucial for search and rescue operations, fishery monitoring, pollution control, law enforcement, migration monitoring, and national security policies…
Decision Support for the Quickest Detection of Critical COVID-19 Phases
Paolo Braca, Domenico Gaglione, Stefano Marano +3
During the course of an epidemic, one of the most challenging tasks for authorities is to decide what kind of restrictive measures to introduce and when these should be enforced. I…
Quickest Detection of COVID-19 Pandemic Onset
Paolo Braca, Domenico Gaglione, Stefano Marano +3
This paper develops an easily-implementable version of Page's CUSUM quickest-detection test, designed to work in certain composite hypothesis scenarios with time-varying data stati…
COVID-19 Impact on Global Maritime Mobility
Leonardo M. Millefiori, Paolo Braca, Dimitris Zissis +4
To prevent the outbreak of the Coronavirus disease (COVID-19), many countries around the world went into lockdown and imposed unprecedented containment measures. These restrictions…