no code implementations • 8 Dec 2021 • Alessandro Incremona, Giuseppe De Nicolao
The problem of forecasting the whole 24 profile of the Italian electric load is addressed as a multitask learning problem, whose complexity is kept under control via alternative regularization methods.
no code implementations • 6 Apr 2021 • Giuseppe De Nicolao, Marta Colaneri, Alessandro Di Filippo, Franco Blanchini, Paolo Bolzern, Patrizio Colaneri, Giulia Giordano, Raffaele Bruno
Many countries are managing COVID-19 epidemic by switching between lighter and heavier restrictions.
no code implementations • 17 Feb 2021 • Giulia Giordano, Marta Colaneri, Alessandro Di Filippo, Franco Blanchini, Paolo Bolzern, Giuseppe De Nicolao, Paolo Sacchi, Raffaele Bruno, Patrizio Colaneri
Despite the progress in medical care, combined population-wide interventions (such as physical distancing, testing and contact tracing) are still crucial to manage the SARS-CoV-2 pandemic, aggravated by the emergence of new highly transmissible variants.
no code implementations • 13 Mar 2020 • Emanuele Fabbiani, Pulkit Nahata, Giuseppe De Nicolao, Giancarlo Ferrari-Trecate
The increasing penetration of intermittent distributed energy resources in power networks calls for novel planning and control methodologies which hinge on detailed knowledge of the grid.
no code implementations • 31 Jan 2019 • Emanuele Fabbiani, Andrea Marziali, Giuseppe De Nicolao
Gas demand is made of three components: Residential, Industrial, and Thermoelectric Gas Demand.
no code implementations • 4 Jan 2019 • Andrea Marziali, Emanuele Fabbiani, Giuseppe De Nicolao
On the Italian data, it is shown that temperature forecast errors account for some 18% of the mean squared error of gas demand forecasts provided by ANN.
1 code implementation • 11 Sep 2018 • Emanuele Fabbiani, Andrea Marziali, Giuseppe De Nicolao
Energy companies need efficient procedures to perform market calibration of stochastic models for commodities.
Pricing of Securities
no code implementations • 2 Jul 2015 • Gianluigi Pillonetto, Tianshi Chen, Alessandro Chiuso, Giuseppe De Nicolao, Lennart Ljung
In this paper, a comparative study of estimators based on these different types of regularizers is reported.