175 citations · 251 across the 15 of their papers we have counts for
4 papers · 1 filter
Distribution-Free Prediction Bands for Multivariate Functional Time Series: an Application to the Italian Gas Market
Jacopo Diquigiovanni, Matteo Fontana, Simone Vantini
Uncertainty quantification in forecasting represents a topic of great importance in energy trading, as understanding the status of the energy market would enable traders to directl…
Conformal Prediction Bands for Multivariate Functional Data
Jacopo Diquigiovanni, Matteo Fontana, Simone Vantini
Motivated by the pressing request of methods able to create prediction sets in a general regression framework for a multivariate functional response and pushed by new methodologica…
Mobility and Economic Impact of COVID-19 Restrictions in Italy using Mobile Network Operator Data
Michele Vespe, Umberto Minora, Stefano Maria Iacus +5
This work presents the analysis of the impact of restrictions on mobility in Italy, with a focus on the period from 6 November 2020 to 31 January 2021, when a three-tier system bas…
The Importance of Being a Band: Finite-Sample Exact Distribution-Free Prediction Sets for Functional Data
Jacopo Diquigiovanni, Matteo Fontana, Simone Vantini
Functional Data Analysis represents a field of growing interest in statistics. Despite several studies have been proposed leading to fundamental results, the problem of obtaining v…