Interessi di ricerca
Statistica
- Statistica bayesiana non-parametrica: risultati asintotici
- Serie storiche: analisi nel dominio dello spettro
- Modelli lineari spaziali: risultati asintotici e applicazioni
Statistica applicata
Modelli statistici applicati a
- studi clinici
- veterinaria
- conservazione beni culturali
Probabilità
- random sums, passeggiate aleatorie e principi delle grandi deviazioni
- processi di Lévy e distribuzioni infinitamente divisibili
- Distribuzioni sferiche, simmetriche e applicazioni.
Lavori
Pubblicati
- Donatelli, Marco; Luati, Alessandra; Martinelli, Andrea. Spectral filtering for trend estimation, Atti SIS.
- Casini, Emanuele; Le Caër, Gérard; Martinelli, Andrea. Short hyperuniform random walks. J. Stat. Phys. 160 (2015), no. 1, 254–273.
- Carbone, Raffaella; Martinelli, Andrea. Logarithmic Sobolev inequalities in non-commutative algebras. Infin. Dimens. Anal. Quantum Probab. Relat. Top. 18 (2015), no. 2, 1550011, 30 pp.
- Donatelli, Marco; Luati, Alessandra; Martinelli, Andrea. Spectral filtering for trend estimation. Linear Algebra Appl. 473 (2015), 217–235.
- Casini, Emanuele; Martinelli, Andrea. Characterization and stability of light statistics distributions. J. Math. Anal. Appl. 399 (2013), no. 2, 608–616.
- Martinelli, Andrea; Ruggiero, Matteo; Walker, Stephen G. A note on convergence rates for posterior distributions via large deviations techniques. Statist. Papers 51 (2010), no. 2, 337–347.
- Donatelli, M.; Estatico, C.; Martinelli, A.; Serra-Capizzano, S. Improved image deblurring with anti-reflective boundary conditions and re-blurring. Inverse Problems 22 (2006), no. 6, 2035–2053.
- Buccini, de la Cruz Cabrera, Donatelli, Reichel. “Large-Scale Regression with Non-Convex Loss and Penalty Computational Statistics and Data Analysis”
- Flor, N. “CT Colonography Evaluation of the Relationship between Colon Anatomy and Diverticula”
- Leorato, S. “Matrix Spatial Specification models”, accepted
Working papers
- Casini, E. “Independence characterization and L1 spherical distributions”
- Martinelli, A. “A new stick breaking prior”
Partecipazione a programmi e convegni
Programmi
- Invitato al programma “Bayesian Nonparametric Regression: Theory, Methods and Applications”, Isaac Newton Institute, Cambridge, UK (5 agosto 2007 – 24 agosto 2007).
- Invitato al “Mathematical Imaging and Digital Media program”, National University of Singapore, Singapore (26 maggio 2008 – 20 giugno 2008)
Convegni e workshop
- “Construction and properties of bayesian non parametric regression models” (6 - 10/08/2007).
- “7th Workshop on Bayesian Nonparametrics”, 7th Workshop on Bayesian Nonparametrics, Moncalieri (TO), Italy (21 - 25 giugno 2009).
- “Carlo Alberto Stochastics Workshop”, Moncalieri (TO), Italy (11 giugno 2010).
- 46TH Scientific Meeting of the Italian Statistical Society, June 20-22, 2012. Rome
- “The impact of statistical Thinking in economics and life sciences”, Università Bocconi, Milano, 13-15 settembre 2012 “ERCIM conference”, Oviedo (ES), 1-3 December 2012
- “ISBA World Meeting”, Edinburgh, UK, June 24-29, 2018
- “12th International Conference on Bayesian Nonparametrics”, Oxford, UK, June 24-28, 2019