175 citations · 251 across the 15 of their papers we have counts for
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Bayesian Functional Emulation of CO2 Emissions on Future Climate Change Scenarios
Luca Aiello, Matteo Fontana, Alessandra Guglielmi
We propose a statistical emulator for a climate-economy deterministic integrated assessment model ensemble, based on a functional regression framework. Inference on the unknown par…
Challenges and Opportunities of Computational Social Science for Official Statistics
Serena Signorelli, Matteo Fontana, Lorenzo Gabrielli +1
The vast amount of data produced everyday (so-called 'digital traces') and available nowadays represent a gold mine for the social sciences, especially in a computational context,…
Conformal Prediction Bands for Two-Dimensional Functional Time Series
Niccolò Ajroldi, Jacopo Diquigiovanni, Matteo Fontana +1
Time evolving surfaces can be modeled as two-dimensional Functional time series, exploiting the tools of Functional data analysis. Leveraging this approach, a forecasting framework…
conformalInference.multi and conformalInference.fd: Twin Packages for Conformal Prediction
Paolo Vergottini, Matteo Fontana, Jacopo Diquigiovanni +2
Building on top of a regression model, Conformal Prediction methods produce distribution free prediction sets, requiring only i.i.d. data. While R packages implementing such method…