activity
20162020
most citedAn Information Theoretic approach to Post Randomization Methods under Differential Privacy

1 citations · 1 across the 3 of their papers we have counts for

collaborators

6 papers

stat.ME20201 cited

An Information Theoretic approach to Post Randomization Methods under Differential Privacy

Fadhel Ayed, Marco Battiston, Federico Camerlenghi

Post Randomization Methods (PRAM) are among the most popular disclosure limitation techniques for both categorical and continuous data. In the categorical case, given a stochastic…

math.ST2019

Consistent estimation of the missing mass for feature models

Fadhel Ayed, Marco Battiston, Federico Camerlenghi +1

Feature models are popular in machine learning and they have been recently used to solve many unsupervised learning problems. In these models every observation is endowed with a fi…

math.ST2019

A Good-Turing estimator for feature allocation models

Fadhel Ayed, Marco Battiston, Federico Camerlenghi +1

Feature allocation models generalize species sampling models by allowing every observation to belong to more than one species, now called features. Under the popular Bernoulli prod…

math.ST2018

On consistent estimation of the missing mass

Fadhel Ayed, Marco Battiston, Federico Camerlenghi +1

Given samples from a population of individuals belonging to different types with unknown proportions, how do we estimate the probability of discovering a new type at the $(n+1)…

stat.ME2017

Discussions of the paper "Sparse graphs using exchangeable random measures" by F. Caron and E. B. Fox

Julyan Arbel, Marco Battiston, Stefano Favaro +5

These are written discussions of the paper "Sparse graphs using exchangeable random measures" by François Caron and Emily B. Fox, contributed to the Journal of the Royal Statistica…

math.PR2016

A characterization of product-form exchangeable feature probability functions

Marco Battiston, Stefano Favaro, Daniel M. Roy +1

We characterize the class of exchangeable feature allocations assigning probability to a feature allocation of individuals, display…