Simone Vantini

Full Professor
Associate Professor of Statistics

Contact Information

Phone:
+39 02 2399 4584
Fax:
+39 02 2399 4568
Office:
Ed. 14 - Nave
Email:

Keywords

Statistical learning
Computational Medicine for the Cardiocirculatory System
Living Systems and Precision Medicine
SC4I/Digitization, Innovation, and Competitiveness of the Production System
Sustainable mobility
Societal Outreach

Publications

 

Available MOX Reports

PATANè, G.; BORTOLOTTI, T.; YORDANOV, V.; BIAGI, L. G. A.; BROVELLI, M. A.; TRUONG, A. Q; VANTINI, S.
An interpretable and transferable model for shallow landslides detachment combining spatial Poisson point processes and generalized additive models
BURZACCHI, A.; ROSSI, L.; AGASISTI, T.; PAGANONI, A. M.; VANTINI, S.
Commuting time as a determinant of higher education students' performance: the case of Politecnico di Milano
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