Research interests

Bayesian nonparametrics, Computational methods, Model-based clustering, Survival analysis, Species sampling problems


Software
  • BNPmix (R package, CRAN link). Corradin, R. [aut,cre], Canale, A. [ctb] & Nipoti, B. [ctb] (2019)


Preprints and submitted works
  • Importance conditional sampler for Pitman-You mixtures (with A. Canale and R. Corradin, submitted, 2020) (arXiv)
  • Optimal stratification of survival data via Bayesian nonparametric mixtures (with R. Corradin and L.E. Nieto-Barajas, 2020)


Publications in referred journals

The order of the authors is alphabetical in publications marked by a star.

1. Corradin, R., Canale, A. & Nipoti, B. (2020)

BNPmix: an R package for Bayesian nonparametric modelling via Pitman-Yor mixtures

Journal of Statistical Software, to appear.


2*. Arbel, J., Corradin, R. & Nipoti, B. (2020)
Computational Statistics, to appear. (arXiv)

3*. Arbel, J., Marchal, O. & Nipoti, B. (2020)
Journal of Inequalities and Applications, 89. (pdf, arXiv)

4. Nipoti, B., Jara, A. & Guindani, M. (2018)
Scandinavian Journal of Statistics, 45, 1016-1035. (pdf 1,pdf 2)

5*. Nipoti, B & Shen, W. (2018)
Bayesian Analysis, 13(2), 613-615.

6*. Canale, A., Lijoi, A., Nipoti, B. & Pruenster, I. (2017)
Biometrika, 104(3), 681-697. (pdf)

7*. Arbel, J., Favaro, S., Nipoti, B. & Teh, Y.W. (2017)
Statistica Sinica, 27(2), 839-858. (arXiv)

8*. Favaro, S., Lijoi, A., Nava, C., Nipoti, B., Pruenster, I. & Teh, Y.W. (2016)
Bayesian Analysis, 11(3), 697-724.

9*. Favaro, S., Nipoti, B. & Teh, Y.W. (2016)
Biometrics, 72, 136-145. (arXiv)

10*. Arbel, J., Lijoi, A. & Nipoti, B. (2016)
Computational Statistics & Data Analysis, 93, 359-372. (arXiv)

11*. Favaro, S. Nipoti, B. & Teh, Y.W. (2015)
Electronic Journal of Statistics, 9, 1230-1242.

12*. Favaro, S., Lomeli, M., Nipoti, B. & Teh, Y.W. (2014)
Electronic Journal of Statistics, 8, 1063-1085.

13*. Favaro, S. & Nipoti, B. (2014)
Statistical Methods & Applications, 23(3), 365-369.

14*. Cesari, O., Favaro, S. & Nipoti, B. (2014)
Journal of Multivariate Analysis, 231, 79-98.

15*. Lijoi, A. & Nipoti, B. (2014)
Journal of the American Statistical Association, 109, 802-814.

16*. Lijoi, A., Nipoti, B. & Pruenster, I. (2014)
Bernoulli, 20(3), 1260-1291. (arXiv)

17*. Lijoi, A., Nipoti, B. & Pruenster, I. (2014)
Computational Statistics & Data Analysis, 71, 417-433.

18*. Arbel, J. & Nipoti, B. (2013)
Bayesian Analysis, 8, 326-328.

19. Ricca, R.L. & Nipoti, B. (2011)
Journal of Knot Theory and Its Ramifications, 20, 1325-1343.


Books and chapters in books

20*. Arbel, J., Lijoi, A. & Nipoti, B. (2015)
Bayesian Survival Model based on Moment Characterization
In Proceedings of Baysm 2014. Springer proceedings in Mathematics & Statistics, 126, 3-14. (arXiv)

21. Nipoti, B. (2012)
Best Ph.D. thesis in statistics and applications. CLEUP.

22. Ricca, R.L. & Nipoti, B. (2011)
In Introductory Lectures on Knot Theory (KauffmanL.H., Lambropoulou S., Jablan S., Przytycki J.H., eds), 428-501, Series on Knots and Everything, World Scientific Press.


Other publications

23*. Corradin, R., Nieto-Barajas, L. & Nipoti, B. (2020)
Pitman-Yor mixtures for survival data stratification.
Proceedings of 2020 Conference of the Italian Statistical Society.

24*. Canale, A., Corradin, R. & Nipoti, B. (2019)
Galaxy color distribution estimation via dependent nonparametric mixtures
Proceedings of 2019 Conference of the Italian Statistical Society. (pdf)

25*. Arbel, J., Favaro, S., Nipoti, B. & Teh, Y.W. (2016)
On Bayesian nonparametric inference for discovery probabilities
Proceedings of the 49th Scientific Meeting of the Italian Statistical Society.

26*. Arbel, J., Favaro, S., Nipoti, B. & Teh, Y.W. (2016)
Discovery Probabilities when Uncertainty Matters. 
48e Journées de la Statistique de la SFdS.

27*. Lijoi, A., Nipoti, B. & Pruenster, I. (2015)
A Bayesian nonparametric model for clustering and borrowing information
Proceedings of 10th scientific Meeting of the Classification and Data Analysis Group.
 
28*. Favaro, S., Nipoti, B. & Teh, Y.W. (2015)
Proceedings of the SIS2015 Statistical Conference.

29*. Favaro, S. & Nipoti, B. (2014)
Proceedings of the 47th Scientific Meeting of the Italian Statistical Society.

30*. Lijoi, A., Nipoti, B. & Pruenster, I. (2014)
Proceedings of the 47th Scientific Meeting of the Italian Statistical Society.

31*. Favaro, S., Lomeli, M., Nipoti, B. & Teh, Y.W. (2013)
Proceedings S.Co 2013.

32*. Lijoi, A. & Nipoti, B. (2012)
Two classes of bivariate distributions on the unit square (pdf)
Technical report - Carlo Alberto Notebooks.


In preparation

  • Modelling the distribution of bugs across software releases via dependent neutral-to-the-right priors (with F. Donaghy, A. Lijoi and S. Wilson, in preparation)
  • On the support of nonparametric mixture models for survival data (with A. Jara, in preparation)
  • Full Bayesian inference with dependent normalized completely random measures (with F. Camerlenghi, A. Lijoi and I. Pruenster, in preparation) 
  • Bayesian functional mixture modelling to uncover distinct neurocardiovascular profiles in older Irish adults (with B. Hernandez, R.A. Kenny, R.B. Reilly, in preparation)