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Nonparametric Bayes and empirical Bayes for species sampling problems: classical questions, new directions and related issues

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Publications

An information theoretic approach to post randomization methods under differential privacy

Author(s): Fadhel Ayed, Marco Battiston, Federico Camerlenghi
Published in: Statistics and Computing, Issue 30/5, 2020, Page(s) 1347-1361, ISSN 0960-3174
DOI: 10.1007/s11222-020-09949-3

A Good-Turing estimator for feature allocation models

Author(s): Fadhel Ayed, Marco Battiston, Federico Camerlenghi, Stefano Favaro
Published in: Electronic Journal of Statistics, Issue 13/2, 2019, Page(s) 3775-3804, ISSN 1935-7524
DOI: 10.1214/19-ejs1614

Nonparametric Bayesian multi-armed bandits for single cell experiment design

Author(s): Federico Camerlenghi, Bianca Dumitrascu, Federico Ferrari, Barbara Engelhardt, Stefano Favaro
Published in: The Annals of Applied Statistics, 2020, ISSN 1932-6157

Rates of convergence in de Finetti’s representation theorem, and Hausdorff moment problem

Author(s): Emanuele Dolera, Stefano Favaro
Published in: Bernoulli, Issue 26/2, 2020, Page(s) 1294-1322, ISSN 1350-7265
DOI: 10.3150/19-bej1156

Bayesian mixed effects models for zero-inflated compositions in microbiome data analysis

Author(s): Boyu Ren, Sergio Bacallado, Stefano Favaro, Tommi Vatanen, Curtis Huttenhower, Lorenzo Trippa
Published in: The Annals of Applied Statistics, Issue 14/1, 2020, Page(s) 494-517, ISSN 1932-6157
DOI: 10.1214/19-aoas1295

Approximating Predictive Probabilities of Gibbs-Type Priors

Author(s): Julyan Arbel, Stefano Favaro
Published in: Sankhya A, 2020, ISSN 0976-836X
DOI: 10.1007/s13171-019-00187-y

Optimal disclosure risk assessment

Author(s): Federico Camerlenghi, Stefano Favaro, Zacharie Naulet, Francesca Panero
Published in: The Annals of Statistics, 2020, ISSN 0090-5364

On uniform continuity of posterior distributions

Author(s): Emanuele Dolera, Edoardo Mainini
Published in: Statistics & Probability Letters, Issue 157, 2020, Page(s) 108627, ISSN 0167-7152
DOI: 10.1016/j.spl.2019.108627

A Berry–Esseen theorem for Pitman’s $\alpha $-diversity

Author(s): Emanuele Dolera, Stefano Favaro
Published in: Annals of Applied Probability, Issue 30/2, 2020, Page(s) 847-869, ISSN 1050-5164
DOI: 10.1214/19-aap1518

Infinitely deep neural networks as diffusion processes

Author(s): Stefano Peluchetti, Stefano Favaro
Published in: Proceedings of the Twenty Third International Conference on Artificial Intelligence and Statistics, Issue 108, 2020, Page(s) 1126-1136

Stable behaviour of infinitely wide deep neural networks

Author(s): Stefano Favaro, Sandra Fortini, Stefano Peluchetti
Published in: Proceedings of the Twenty Third International Conference on Artificial Intelligence and Statistics, Issue 108, 2020, Page(s) 1137-1146