195 citations · 643 across the 17 of their papers we have counts for
21 papers
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…
Structured Covariance Matrix Estimation with Missing-Data for Radar Applications via Expectation-Maximization
Augusto Aubry, Antonio De Maio, Stefano Marano +1
Structured covariance matrix estimation in the presence of missing data is addressed in this paper with emphasis on radar signal processing applications. After a motivation of the…
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…
Decision-Making Algorithms for Learning and Adaptation with Application to COVID-19 Data
Stefano Marano, Ali H. Sayed
This work focuses on the development of a new family of decision-making algorithms for adaptation and learning, which are specifically tailored to decision problems and are constru…
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…