Improving Prediction from Dirichlet Process Mixtures via Enrichment (in corso di pubblicazione)

Sara K. Wade, David B. Dunson, Sonia Petrone and Lorenzo Trippa
Journal of Machine Learning Research, to appear

Modificato il 03/01/2014

A Predictive Study of Dirichlet Process Mixture Models for Curve Fitting (2013)

Sara Wade, Stephen G. Walker and Sonia Petrone
Scandinavian Journal of Statistics (2013)

online publication

Modificato il 28/12/2013

Bayes and empirical Bayes: do they merge? (in corso di pubblicazione)

Sonia Petrone, Judith Rousseau and Catia Scricciolo
Biometrika, to appear

Modificato il 28/12/2013

Hierarchical reinforced urn processes (2012)

Sandra Fortini and Sonia Petrone
Statistics and Probability Letters (2012), 82, 1521–1529.

Modificato il 28/12/2013

Predictive construction of priors in Bayesian nonparametrics (2012)

Sandra Fortini and Sonia Petrone
Brazilian Journal of Probability and Statistics

Brazilian Journal of Probability and Statistics

Modificato il 03/01/2014

State space models in R (2011)

Petris, G. and Petrone, S.
Journal of Statistical Software, Vol. 41, Issue 4, May 2011

Modificato il 24/04/2012

An enriched conjugate prior for Bayesian nonparametric inference (2011)

Wade, S., Mongelluzzo, S. and Petrone, S.
Bayesian Analysis, 6, pp. 359-386.

Modificato il 24/04/2012

Dynamic linear models with R (2009)

Petris, G., Petrone, S., Campagnoli, P.
Springer, N.Y.

book website

Modificato il 06/05/2010

Hybrid Dirichlet mixture models for functional data (2009)

Sonia Petrone, Michele Guindani, Alan E. Gelfand
Journal of the Royal Statistical Society, Ser. B, 71, 755-782.

Modificato il 31/08/2009

Extended Bernstein prior with rienforced urn processes (2009)

Trippa, L., Bulla, P., Petrone, S.
Annals of the Institute of Statistical Mathematics

Modificato il 06/05/2010

Feller operators and mixture priors in Bayesian nonparametrics (2010)

Petrone, S., Veronese, P.
Statistica Sinica, 20, 379-404

Modificato il 06/05/2010

Bayesian nonparametric modelling for spatial data using Dirichlet processes (2007)

Gelfand, A.E., Guindani, M., Petrone, S.

(with discussion) . In: Bayesian Statistics 8, J.M. Bernardo, M.J. Bayarri, M.J. Bayarri, J.O. Berger, A.P. Dawid, D. Heckerman, A.F.M. Smith, M. West (Eds)., Oxford University Press, 175-200.

Modificato il 10/07/2009

Nonparametric quantile inference with Dirichlet processes (2007)

Hiort, N.L., Petrone, S.

In: Advances in Statistical Modeling and Inference. Essays in Honor of Kjell A Doksum.

Vijay Nair Ed., World Scientific, 463-492.

Modificato il 10/07/2009

Modificato il 02/04/2009