Simone Vantini

Associate Professor in Statistics

Phone:+39 02 2399 4584
Fax: +39 02 2399 4568
Office: Ed. 14 - Nave - VI floor
Personal web page:

  • Available MOX Reports
  • Theses
  • Thesis Proposals
  • MOX Projects

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

Author:Castellini, Matteo
Advisors:Vantini, S. Bonaventura, L.; Pini, A.
Statistical assessment of climate predictions by functional data analysis techniques

Author:Martarelli, M.
Advisors:Vantini, S.
CEREBRO: CrEation of REalistic Brains for dmRi inspectiOn

Author:Bardelli, Chiara
Advisors:Vantini, S. Pini, A.
Nonparametric confidence intervals based on permutation tests

Author:Calissano, Anna
Advisors:Vantini, S.
Monitoring rare categories in sentiment and opinion analysis - Expo Milano 2015 on Twitter platform

Author:Giarratano, Elena
Advisors:Vantini, S. Pini, A.
Functional permutation tests for articulatory phonetics

Author:Leoni, Massimiliano
Advisors:Vantini, S. Capone, L.
Spectral techniques for real-time post-processing and shape optimization

Author:Mignogna, Riccardo
Advisors:Vantini, S. Arena, M.
Analisi dei social network: sentiment and opinion analysis applicate agli atenei italiani

Author:Passamonti, Federica
Advisors:Secchi, P. Vantini, S.
Spatio-temporal mobile phone data in Milan: Bagging-Voronoi exploration and modeling through soil use and land cover data

Author:Serafini, Alessia
Advisors:Vantini, S. Pini, A.
Permutational inference for functional-on-scalar linear mixed-effect models applied to equine accelerometric data

Author:Lamblin, Marc Georges Giovanni
Advisors:Vantini, S. Pini, A.
Inference in functional data analysis framework: simulation studies and code optimization

Author:Giorgio, Giulio
Advisors:Vantini, S.
Oddsflow: an interactive tool for the representation of estimated probabilities from discrete choice regression models

Author:Agostino, Daniele
Advisors:Vantini, S.
Statistica e pubblica amministrazione: il Comune di Milano

Author:Satta, Mattia
Advisors:Vantini, S.
Nuove strategie per la sentiment analysis applicata ai social network: analisi dei tweet su Expo Milano 2015

Author:Ghiazza, Federico
Advisors:Vantini, S.
Measuring reputational risk of a sovereign state: Italy as a case study

Author:Riabiz, Marina
Advisors:Vantini, S. Compagnoni, M.
Data driven Sobolev metrics for functional data analysis: an application to natural fibers

Author:Patriarca, Mirco
Advisors:Sangalli, L. Vantini, S.
Development of the fdakma R package for the joint alignment and clustering of functional data: application to neuronal spike trains data

Author:Bernardi, Mara Sabina
Advisors:Sangalli, M.l. Vantini, S.
REgistrazione di curve mediante l algoritmo k-mean alignment ed estensione all allineamento locale di superfici

Author:Binda, Ruben
Advisors:Vantini, S.
Market reactions to reputational events for oil&gas companies and states

Author:Antonini, Marco
Advisors:Vantini, S. Sangalli, L.
Analisi statistica dei segnali elettrici cerebrali in pazienti in stato vegetativo e di minima coscienza

Author:Cardazzi, Chiara
Advisors:Sangalli, L. Vantini, S.
Analisi statistica multivariata e funzionale dei proli temporali di connettività di segnali EEG intracranici nelle epilessie focali

Author:Vecchio, Carmelo
Advisors:Vantini, S. Cuffaro, M.
Modelli cinematici per la tettonica delle placche: Regressione e inferenza su archi sferici

Author:Boneschi, Andrea
Advisors:Vantini, S.
Functional Data Analysis of CFD Simulations: the Systolic Wall Shear Stress Map of the Internal Carotid Artery

Author:Pini, Alessia
Advisors:Vantini, S. Vitelli, V.
Clustering di dati funzionali georeferenziati: studi di simulazione e analisi del database NASA Earth Surface Meteorology and Solar Energy

Author:Stamm, Aymerich
Advisors:Secchi, P. Vantini, S. Fuhrman, M.
Small N Large P Inference on the Mean

Author:Dalla Rosa, Matilde
Advisors:Secchi, Piercesare Vantini, Simone ; Sangalli, Laura Maria
Principal differential analysis e applicazione allo studio delle caratteristiche geometriche della carotide interna

Author:Vantini, Simone
Advisors:Secchi, P.
I CART e il problema della classificazione statistica: teoria e applicazioni

Eni At Polimi - 1,Eni S.p.a

Cytokines,Ospedale San Raffaele - Milano
Evaluation of the expression of cyto-chemokine profiles

Aeeg 2008,Autorita' Per L'energia Elettrica E Il Gas
Statistical support for quality control of call-centers of electricity and gas distribution companies

Aneurisk,Siemens, Fond. Politecnico
The AneuRisk project is a scientific endeavour that aimed at investigating the role of vessel morphology, blood fluid dynamics and biomechanical properties of the vascular wall, on the pathogenesis of cerebral aneurysms. The project has gathered together researchers of different scientific fields, ranging from neurosurgery and neuroradiology to statistics, numerical analysis and bio-engineering. The project involved MOX Laboratory for Modeling and Scientific Computing (Dip. di Matematica, Politecnico di Milano), Laboratory of Biological Structure Mechanics (Dip. di Ingegneria Strutturale, Politecnico di Milano), Istituto Mario Negri (Ranica), Ospedale Niguarda Ca' Granda (Milano) and Ospedale Maggiore Policlinico (Milano), and has been supported by Fondazione Politecnico di Milano and Siemens Medical Solutions Italia. More

Aeeg 2007,Autorita' Per L'energia Elettrica E Il Gas
Statistical models for quality regulation of electricity distribution in the III italian regulatory period

Large P Small N,Politecnico Di Milano - Fondo 5xmille
Inferential Statistical Tools for Life Science Data Analysis