Metodologia e applicazioni della statistica (STREAM)
STatistics REsearch: Applications and Methods
Il laboratorio si occupa dello sviluppo di metodi statistici e della loro applicazione in una varietà di discipline.
La ricerca metodologica si concentra sull’inferenza bayesiana e frequentista, in ambito parametrico e non-parametrico. Specifici contributi metodologici riguardano i dati categoriali, le carte di controllo, la meta analisi, i valori estremi, le serie temporali, i dati spaziali, l'analisi di sensibilità.
Il gruppo si occupa anche di statistica computazionale e dello sviluppo di software statistico in particolare con il linguaggio R.
È particolarmente attivo nell'applicazione dei metodi statistici in collaborazioni multidisciplinari con ricercatori e professori dell’Università Ca’ Foscari e di altri istituti di ricerca. Le applicazioni recenti riguardano, per esempio, la climatologia, l'economia, le scienze ambientali, l'epidemiologia, l'idrologia, la medicina, la sociologia e lo sport.
Collaborazioni
- Università degli Studi di Padova (Italia)
- Dipartimento di Scienze Economiche e Statistiche - Università di Udine (Italia)
- INRAE PACA, Avignon (France)
- Institut Montpelliérain Alexander Grothendieck Université de Montpellier [FRA] (France)
- Universidad Adolfo Ibañez [ESP], Valparaiso (Chile)
- Servizio Epidemiologico Regionale
- University of Bath [ENG] (UK)
- University of Warwick [ENG] (UK)
- Bocconi Institute for Data Science and Analytics (BIDSA) [ENG] (Italia)
- University of Edinburgh [ENG] (UK)
- Alfréd Rényi Institute of Mathematics [ENG] - Hungarian Academy of Sciences (Hungary)
Pubblicazioni
- Kosmidis, Ioannis, Lunardon, Nicola "Empirical bias-reducing adjustments to estimating functions", Journal of the Royal Statistical Society Series B: Statistical Methodology (2023)
- Caserotti, Marta, Paolo Girardi, Enrico Rubaltelli, Alessandra Tasso, Lorella Lotto, and Teresa Gavaruzzi. "Associations of COVID-19 risk perception with vaccine hesitancy over time for Italian residents." Social science & medicine 272 (2021): 113688
- Bacro, Jean-Noël, Carlo Gaetan, Thomas Opitz, and Gwladys Toulemonde. "Hierarchical space-time modeling of asymptotically independent exceedances with an application to precipitation data." Journal of the American Statistical Association 115, no. 530 (2020): 555-569
- Giummolè, Federica, Valentina Mameli, Erlis Ruli, and Laura Ventura. "Objective Bayesian inference with proper scoring rules." Test 28, no. 3 (2019): 728-755
- Prosdocimi, Ilaria, Emiko Dupont, Nicole H. Augustin, Thomas R. Kjeldsen, Dan P. Simpson, and Theresa R. Smith. "Areal models for spatially coherent trend detection: the case of British peak river flows." Geophysical Research Letters 46, no. 22 (2019): 13054-13061
- Marcon, Giulia, Simone A. Padoan, and Isadora Antoniano-Villalobos. "Bayesian inference for the extremal dependence." Electronic Journal of Statistics 10, no. 2 (2016): 3310-3337
- Varin, Cristiano, Manuela Cattelan, and David Firth. "Statistical modelling of citation exchange between statistics journals." Journal of the Royal Statistical Society: Series A (Statistics in Society) 179, no. 1 (2016): 1-63
Progetti di ricerca
- RISE - Rethinking and Innovating Statistics for Extremes [ENG]
- Advances on competition models
- CORILA - research program VENEZIA 2021 (Italia)
- FRAISE - research program Lefe-Manu INSU/CNRS (Francia)
Seminari
11/06/2024 ore 12:15
Aldo Solari (Università Ca' Foscari Venezia - DEC)
Titolo: Outlier Detection and Enumeration with Rank Tests
28/05/2024 ore 12:15
Marta Pittavino (Università Ca' Foscari Venezia - DMAN)
Titolo: A Bayesian hierarchical framework to integrate dietary exposure and biomarker measurements into aetiological models
22/05/2024 ore 14:00
David Firth [ENG] (University of Warwick, UK)
Ioannis Kosmidis [ENG] (University of Warwick, UK)
Omiros Papaspiliopoulos [ENG] (Bocconi University, Italy)
Titolo: Statistical Reflections - Half-day Workshop on Statistical Method
- Compositional quasi-likelihood and logit models (David Firth)
- Consistent, tuning-free model selection in regression problems (Ioannis Kosmidis)
- Functional estimation of the marginal likelihood (Omiros Papaspiliopoulos)
7/05/2024 ore 12:00
Paolo Maranzano (Università Milano-Bicocca - Fondazione Eni Enrico Mattei)
Titolo: Retrieving and managing air quality data at the European level: the EEAaq package and the need to manage missing data
23/04/2024 ore 12:15
Lorenzo Schiavon (Università Ca' Foscari Venezia - DEC)
Titolo: Structured infinite factorization
16/04/2024 ore 12:15
Francesca Romana Crucinio [ENG] (King's College London)
Titolo: A connection between Tempering and Entropic Mirror Descent
9/04/2024 ore 12:15
Laura D'Angelo (Università degli Studi di Milano-Bicocca)
Titolo: Analyzing the activation patterns and heterogeneity of the neuronal response via Bayesian mixture models
26/03/2024 ore 12:15
Philipp Sterzinger [ENG] (University of Warwick)
Titolo: Diaconis-Ylviskaer prior penalized likelihood in high-dimensional logistic regression
19/03/2024 ore 12:15
Andrea Cappozzo (Università degli Studi di Milano)
Titolo: Penalized mixed-effects multitask learning: a framework for regularizing multilevel models with applications on DNA methylation biomarkers creation
12/03/2024 ore 12:15
Alessandra Menafoglio (Politecnico di Milano)
Titolo: The Bayes space approach to functional data analysis for probability density functions
27/02/2024 ore 12:15
Federico Ferraccioli (Università degli Studi di Padova)
Titolo: Detecting stable modes using stochastic gradients
Seminari 2023
12/12/2023 ore 10:30
Dáire Healy [ENG] (Maynooth University)
Titolo: Extreme spatio-temporal events in a changing climate; an analysis of extreme temperatures in Ireland
13/06/2023 ore 14:00
Cecilia Viscardi (Dipartimento di Statistica, Informatica, Applicazioni 'G. Parenti' (DiSIA), Università degli Studi di Firenze)
Titolo: Likelihood-free Transport Monte Carlo -- Joint work with Dr Dennis Prangle (University of Bristol)
30/05/2023 ore 14:00
Ioannis Kosmidis [ENG] (Università di Warwick)
Titolo: Maximum softly-penalized likelihood for mixed effects logistic regression
16/05/2023 ore 14:00
Omiros Papaspiliopoulos [ENG] (Università Bocconi Milano)
Titolo: Accurate and scalable large-scale inference for mixed models
9/05/2023 ore 14:00
Roberta Pappadà [ENG] (Università di Trieste)
Titolo: Time Series Clustering based on Multivariate Comonotonicity via Copulas
2/05/2023 ore 14:00
Fabrizio Laurini (Università di Parma)
Titolo: Extremal features of GARCH models and their numerical evaluation
18/04/2023 ore 14:30
Michele Peruzzi [ENG] (Duke University)
Titolo: Bayesian multi-species N-mixture models for large scale spatial data in community ecology
21/03/2023 ore 14:00
Tommaso Rigon (Università degli Studi di Milano-Bicocca)
Titolo: Bayesian nonparametric prediction of the taxonomic affiliation of DNA sequences
28/02/2023 ore 14:00
Nicola Lunardon (Università degli Studi di Milano-Bicocca)
Titolo: On bias prevention and incidental parameters
Seminari 2022
30/06/2022 ore 10:00
Thomas Kjeldsen [ENG] (University of Bath)
Titolo: Modelling extreme rainfall and flood events; statistical challenges for a hydrological engineer
14/06/2022 ore 14:30
Emanuele Aliverti (Università Ca' Foscari Venezia - DEC)
Titolo: Stratified stochastic variational inference for networks
13/01/2022 ore 10:00
Thomas Kjeldsen [ENG] (University of Bath)
Titolo: Reconstructing the peak flow of historical flood events: the city of Bath, United Kingdom
Seminari 2021
18/11/2021 ore 15:00
Philippe Naveau [ENG] (Laboratoire des Sciences du Climat et de l’Environnement)
Titolo: Combining ensemble climate simulations to take into account multi-model error
4/11/2021 ore 12:15
Philippe Naveau [ENG] (Laboratoire des Sciences du Climat et de l’Environnement)
Titolo: Evaluation of binary classifiers for environmental extremes
8/06/2021 ore 14:00
Riccardo Rastelli [ENG] (University College Dublin)
Titolo: A time-continuous extension of the latent position network model for instantaneous interactions
1/06/2021 ore 14:00
Michael Fop [ENG] (University College Dublin)
Titolo: A composite likelihood approach for model-based clustering of high-dimensional data
25/05/2021 ore 14:00
John Aston [ENG] (University of Cambridge)
Titolo: Functional Data on Constrained Spaces
18/05/2021 ore 14:00
Laura Sangalli [ENG] (Politecnico di Milano)
Titolo: Functional and complex data - new methods merging statistics, scientific computing and engineering
4/05/2021 ore 14:00
Manuele Leonelli [ENG] (IE University Madrid)
Titolo: Untangling complex dependencies in categorical data using staged trees
20/04/2021 ore 14:00
David Firth [ENG] (University of Warwick)
Titolo: Schedule-adjusted league tables during the football season
13/04/2021 ore 14:00
Alan Agresti [ENG] (University of Florida)
Titolo: Simple Ways to Interpret Effects in Modeling Binary and Ordinal Data
7/04/2021 ore 15:00
Stefano Castruccio [ENG] (University of Notre Dame)
Titolo: Model- and Data-Driven Approximation of Space-Time Systems. A Tale of Two Approaches
23/03/2021 ore 14:00
Giada Adelfio (Università degli Studi di Palermo)
Titolo: Some properties of local weighted second-order statistics for spatio-temporal point processes
Last update: 22/10/2024