175 citations · 245 across the 15 of their papers we have counts for
17 papers
Generalized propensity score weighting for functional causal inference framework
Simone Ciardulli, Nicole Fontana, Simone Vantini +1
Estimating causal effects in observational studies requires adjustment for confounding, a task that becomes challenging when the exposure is a function observed over a continuous d…
Local inference for functional data on manifold domains using permutation tests
Niels Lundtorp Olsen, Alessia Pini, Simone Vantini
Pini and Vantini (2017) introduced the interval-wise testing procedure which performs local inference for functional data defined on an interval domain, where the output is an adju…
funLOCI: a local clustering algorithm for functional data
Jacopo Di Iorio, Simone Vantini
Nowadays, more and more problems are dealing with data with one infinite continuous dimension: functional data. In this paper, we introduce the funLOCI algorithm which allows to id…
An Evaluation of Researchers' Migration Patterns in Europe using Digital Trace Data
Jacopo Ghirri, Marta Mastropietro, Simone Vantini +2
The comprehension of the mechanisms behind the mobility of skilled workers is of paramount importance for policy making. The lacking nature of official measurements motivates the u…
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…
funcharts: Control charts for multivariate functional data in R
Christian Capezza, Fabio Centofanti, Antonio Lepore +3
Modern statistical process monitoring (SPM) applications focus on profile monitoring, i.e., the monitoring of process quality characteristics that can be modeled as profiles, also…