6 citations · 18 across the 7 of their papers we have counts for
4 papers · 1 filter
Differentially Private Hypothesis Testing with the Subsampled and Aggregated Randomized Response Mechanism
Víctor Peña, Andrés F. Barrientos
Randomized response is one of the oldest and most well-known methods for analyzing confidential data. However, its utility for differentially private hypothesis testing is limited…
Mixture representations and Bayesian nonparametric inference for likelihood ratio ordered distributions
Michael Jauch, Andrés F. Barrientos, Víctor Peña +1
In this article, we introduce mixture representations for likelihood ratio ordered distributions. Essentially, the ratio of two probability densities, or mass functions, is monoton…
Differentially private methods for managing model uncertainty in linear regression models
Víctor Peña, Andrés F. Barrientos
In this work, we propose differentially private methods for hypothesis testing, model averaging, and model selection for normal linear models. We consider Bayesian methods based on…
Bayesian variable selection in high dimensional problems without assumptions on prior model probabilities
James O. Berger, Gonzalo Garcia-Donato, Miguel A. Martinez-Beneito +1
We consider the problem of variable selection in linear models when , the number of potential regressors, may exceed (and perhaps substantially) the sample size (which is po…