Publications
Improving Prediction from Dirichlet Process Mixtures via Enrichment (forthcoming)
Sara K. Wade, David B. Dunson, Sonia Petrone and Lorenzo Trippa
Journal of Machine Learning Research, to appear
Last change 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)
- supplementary material and R code (238 Kb)
Last change 28/12/2013
Bayes and empirical Bayes: do they merge? (forthcoming)
Sonia Petrone, Judith Rousseau and Catia Scricciolo
Biometrika, to appear
- preprint (336 Kb)
Last change 28/12/2013
Hierarchical reinforced urn processes (2012)
Sandra Fortini and Sonia Petrone
Statistics and Probability Letters (2012), 82, 1521–1529.
- preprint (397 Kb)
Last change 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
- paper (204 Kb)
Last change 03/01/2014
State space models in R (2011)
Petris, G. and Petrone, S.
Journal of Statistical Software, Vol. 41, Issue 4, May 2011
http://www.jstatsoft.org/v41/i04
Last change 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.
paper: http://ba.stat.cmu.edu/journal/2011/vol06/issue03/wade.pdf
Last change 24/04/2012
Dynamic linear models with R (2009)
Petris, G., Petrone, S., Campagnoli, P.
Springer, N.Y.
book website
http://definetti.uark.edu/~gpetris/dlm/
Last change 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.
- Download Appendix (130 Kb)
Last change 31/08/2009
Extended Bernstein prior with rienforced urn processes (2009)
Trippa, L., Bulla, P., Petrone, S.
Annals of the Institute of Statistical Mathematics
http://www.springerlink.com/content/lm772vh7211h0rn8/
Last change 06/05/2010
Feller operators and mixture priors in Bayesian nonparametrics (2010)
Petrone, S., Veronese, P.
Statistica Sinica, 20, 379-404
http://www3.stat.sinica.edu.tw/statistica/
- download Appendix (180 Kb)
Last change 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.
Last change 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.
Last change 10/07/2009
Last change 02/04/2009