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Simone Vantini

Associate Professor
Associate Professor of Statistics

Contact Information

Phone:

+39 02 2399 4584

Fax:

+39 02 2399 4568

Office:

Ed. 14 - Nave

Email:

Personal web page:

Keywords

Statistical learning

SC4I/Digitization, Innovation, and Competitiveness of the Production System

Sustainable mobility

Societal Outreach

Publications

Available MOX Reports

Burzacchi, A.; Landrò, M.; Vantini, S.
Object-oriented Classification of Road Pavement Type in Greater Maputo from Satellite Images

Torti, A.; Galvani, M.; Urbano, V.; Arena, M.; Azzone, G.; Secchi, P.; Vantini, S.
Analysing transportation system reliability: the case study of the metro system of Milan

Diquigiovanni, J.; Fontana, M.; Vantini, F.
Conformal Prediction Bandsfor Multivariate Functional Data

Diquigiovanni, J.; Fontana, M.; Vantini, S.
Distribution-Free Prediction Bands for Multivariate Functional Time Series: an Application to the Italian Gas Market

Calissano, A.; Fontana, M.; Zeni, G.; Vantini, S.
Conformal Prediction Sets for Populations of Graphs

Torti, A.; Galvani, M.; Menafoglio, A.; Secchi, P.; Vantini S.
A General Bi-clustering Algorithm for Hilbert Data: Analysis of the Lombardy Railway Service

Diquigiovanni, J.; Fontana, M.; Vantini, S.
The Importance of Being a Band: Finite-Sample Exact Distribution-Free Prediction Sets for Functional Data

Torti, A.; Marika, A.; Azzone, G.; Secchi, P.; Vantini S.
Bridge closure in the road network of Lombardy: a spatio-temporal analysis of the socio-economic impacts

Calissano, A.; Feragen, A; Vantini, S.
Graph-Valued Regression: Prediction of unlabelled networks in a Non-Euclidean Graph-Space

Centofanti, F.; Lepore, A.; Menafoglio, A.; Palumbo, B.; Vantini, S.
Functional Regression Control Chart

Belli E.; Vantini S.
Measure Inducing Classification and Regression Trees for Functional Data

Belli E; Vantini S.
Ridge regression with adaptive additive rectangles and other piecewise functional templates

Galvani, M.; Torti, A.; Menafoglio, A.; Vantini S.
FunCC: a new bi-clustering algorithm for functional data with misalignment

Centofanti, F.; Fontana, M.; Lepore, A.; Vantini, S.
Smooth LASSO Estimator for the Function-on-Function Linear Regression Model

Bernardi, M.S.; Africa, P.C.; de Falco, C.; Formaggia, L.; Menafoglio, A.; Vantini, S.
On the Use of Interfeometric Synthetic Aperture Radar Data for Monitoring and Forecasting Natural Hazards

Zeni, G.; Fontana, M.; Vantini, F.
Conformal Prediction: a Unified Review of Theory and New Challenges

Calissano, A.; Feragen, A; Vantini, S.
Populations of Unlabeled Networks: Graph Space Geometry and Geodesic Principal Components

Di Iorio, J.; Vantini, S.
funBI: a Biclustering Algorithm for Functional Data

Lovato, I.; Pini, A.; Stamm, A.; Vantini, S.
Model-free two-sample test for network-valued data

Lovato, I.; Pini, A.; Stamm, A.; Taquet, M.; Vantini, S.
Multiscale null hypothesis testing for network-valued data: analysis of brain networks of patients with autism

Torti, A.; Pini, A.; Vantini, S.
Modelling time-varying mobility flows using function-on-function regression: analysis of a bike sharing system in the city of Milan.

Capezza, C.; Lepore, A.; Menafoglio, A.; Palumbo, B.; Vantini, S.
Control charts for monitoring ship operating conditions and CO2 emissions based on scalar-on-function regression

Abramowicz, K.; Pini, A.; Schelin, L.; Sjostedt de Luna, S.; Stamm, A.; Vantini, S.
Domain selection and family-wise error rate for functional data: a unified framework

Calissano, A.; Vantini, S.; Arnaboldi, M.
An elephant in the room: Twitter samplingmethodology.

Pini, A.; Spreafico, L.; Vantini, S.; Vietti, A.
Multi-aspect local inference for functional data: analysis of ultrasound tongue profiles

Pini, A.; Stamm, A.; Vantini, S.
Hotelling's $T^2$ in separable Hilbert spaces

Arena, M.; Calissano, A.; Vantini, S.
Monitoring Rare Categories in Sentiment and Opinion Analysis - Expo Milano 2015 on Twitter Platform.

Abramowicz, K.; Häger, C.; Pini, A.; Schelin, L.; Sjöstedt de Luna, S.; Vantini, S.
Nonparametric inference for functional-on-scalar linear models applied to knee kinematic hop data after injury of the anterior cruciate ligament

Pini, A.; Vantini, S.; Colombo, D.; Colosimo, B. M.; Previtali, B.
Domain-selective functional ANOVA for process analysis via signal data: the remote monitoring in laser welding

Pini, A.; Vantini, S.
Interval-wise testing for functional data

Arena, M.; Azzone, G.; Secchi, P.; Vantini, S.
Reputational risk and corporate finance: A multi-event model

Pini, A.; Stamm, A.; Vantini, S.
Hotelling s $T^2$ in functional Hilbert spaces

Abramowicz, K.; de Luna, S.; Häger, C.; Pini, A.; Schelin, L.; Vantini, S.
Distribution-Free Interval-Wise Inference for Functional-on-Scalar Linear Models

Canale, A.; Vantini, S.
Constrained Functional Time Series: an Application to Demand and Supply Curves in the Italian Natural Gas Balancing Platform

Secchi, P.; Vantini, S.; Zanini, P.
Hierarchical Independent Component Analysis: a multi-resolution non-orthogonal data-driven basis

Sangalli, L.M.; Secchi, P.; Vantini, S.
Analysis of AneuRisk65 data: K-mean Alignment

Sangalli, L.M.; Secchi, P.; Vantini, S.
AneuRisk65: a dataset of three-dimensional cerebral vascular geometries

Patriarca, M.; Sangalli, L.M.; Secchi, P.; Vantini, S.
Analysis of Spike Train Data: an Application of K-mean Alignment

Bernardi, M.; Sangalli, L.M.; Secchi, P.; Vantini, S.
Analysis of Juggling Data: an Application of K-mean Alignment

Bernardi, M.; Sangalli, L.M.; Secchi, P.; Vantini, S.
Analysis of Proteomics data: Block K-mean Alignment

Pini, A.; Vantini, S.
The Interval Testing Procedure: Inference for Functional Data Controlling the Family Wise Error Rate on Intervals.

Secchi, P.; Vantini, S.; Vitelli, V.
A Case Study on Spatially Dependent Functional Data: the Analysis of Mobile Network Data for the Metropolitan Area of Milan

Manfredini, F.; Pucci, P.; Secchi, P.; Tagliolato, P.; Vantini, S.; Vitelli, V.
Treelet decomposition of mobile phone data for deriving city usage and mobility pattern in the Milan urban region

Secchi, P.; Vantini, S.; Vitelli, V.
Bagging Voronoi classifiers for clustering spatial functional data

Passerini, T.; Sangalli, L.; Vantini, S.; Piccinelli, M.; Bacigaluppi, S.; Antiga, L.; Boccardi, E.; Secchi, P.; Veneziani, A.
An Integrated Statistical Investigation of the Internal Carotid Arteries hosting Cerebral Aneurysms

Secchi, P.; Stamm, A.; Vantini, S.
Large p Small n Data: Inference for the Mean

Dalla Rosa, M.; Sangalli, L. M.; Vantini, S.
Dimensional Reduction of Functional Data by means of Principal Differential Analysis

Sangalli, Laura M.; Secchi, Piercesare; Vantini, Simone; Vitelli, Valeria
Joint Clustering and Alignment of Functional Data: an Application to Vascular Geometries

Sangalli, Laura M.; Secchi, Piercesare; Vantini, Simone; Vitelli, Valeria
Functional clustering and alignment methods with applications

Vantini, Simone
On the Definition of Phase and Amplitude Variability in Functional Data Analysis

Di Maio, Francesco; Secchi, Piercesare; Vantini, Simone; Zio, Enrico
Optimized Fuzzy C-Means Clustering and Functional Principal Components for Post-Processing Dynamic Scenarios in the Reliability Analysis of a Nuclear System

Sangalli, Laura Maria; Secchi, Piercesare; Vantini, Simone; Vitelli, Valeria
K-means alignment for curve clustering

Sangalli, Laura M.; Secchi, Piercesare; Vantini, Simone; Veneziani, Alessandro
A Case Study in Functional Data Analisys: Geometrical Features of the Internal Carotid Artery

Sangalli, Laura M.; Secchi, Piercesare; Vantini, Simone; Veneziani, Alessandro
Efficient estimation of 3-dimensional centerlines of inner carotid arteries and their curvature functions by free knot regression splines