Search Results for author: Giuseppe De Nicolao

Found 8 papers, 1 papers with code

Regularization methods for the short-term forecasting of the Italian electric load

no code implementations8 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.

Vaccination and SARS-CoV-2 variants: how much containment is still needed? A quantitative assessment

no code implementations17 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.

Identification of AC Networks via Online Learning

no code implementations13 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.

Forecasting residential gas demand: machine learning approaches and seasonal role of temperature forecasts

no code implementations4 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.

BIG-bench Machine Learning

Fast calibration of two-factor models for energy option pricing

1 code implementation11 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

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