research
∙
06/13/2023
Local inference for functional data on manifold domains using permutation tests
Pini and Vantini (2017) introduced the interval-wise testing procedure w...
share
research
∙
05/22/2023
funLOCI: a local clustering algorithm for functional data
Nowadays, more and more problems are dealing with data with one infinite...
research
∙
02/15/2023
An Evaluation of Researchers' Migration Patterns in Europe using Digital Trace Data
The comprehension of the mechanisms behind the mobility of skilled worke...
research
∙
07/27/2022
Conformal Prediction Bands for Two-Dimensional Functional Time Series
Conformal Prediction (CP) is a versatile nonparametric framework used to...
research
∙
07/19/2022
funcharts: Control charts for multivariate functional data in R
Modern statistical process monitoring (SPM) applications focus on profil...
research
∙
06/29/2022
conformalInference.multi and conformalInference.fd: Twin Packages for Conformal Prediction
Building on top of a regression model, Conformal Prediction methods prod...
research
∙
12/20/2021
Robust Functional ANOVA with Application to Additive Manufacturing
The development of data acquisition systems is facilitating the collecti...
research
∙
07/01/2021
Distribution-Free Prediction Bands for Multivariate Functional Time Series: an Application to the Italian Gas Market
Uncertainty quantification in forecasting represents a topic of great im...
research
∙
06/03/2021
Conformal Prediction Bands for Multivariate Functional Data
Motivated by the pressing request of methods able to create prediction s...
research
∙
02/12/2021
The Importance of Being a Band: Finite-Sample Exact Distribution-Free Prediction Sets for Functional Data
Functional Data Analysis represents a field of growing interest in stati...
research
∙
11/24/2020
Adaptive Smoothing Spline Estimator for the Function-on-Function Linear Regression Model
In this paper, we propose an adaptive smoothing spline (AdaSS) estimator...
research
∙
11/02/2020
Ridge regression with adaptive additive rectangles and other piecewise functional templates
We propose an L_2-based penalization algorithm for functional linear reg...
research
∙
10/30/2020
Measure Inducing Classification and Regression Trees for Functional Data
We propose a tree-based algorithm for classification and regression prob...
research
∙
07/01/2020
Smooth Lasso Estimator for the Function-on-Function Linear Regression Model
A new estimator, named as S-LASSO, is proposed for the coefficient funct...
research
∙
06/24/2020
Global Sensitivity and Domain-Selective Testing for Functional-Valued Responses: An Application to Climate Economy Models
Complex computational models are increasingly used by business and gover...
research
∙
05/16/2020
Conformal Prediction: a Unified Review of Theory and New Challenges
In this work we provide a review of basic ideas and novel developments a...
research
∙
08/13/2019