Data Augmentation MCMC for Bayesian Inference from Privatized Data

Data Augmentation MCMC for Bayesian Inference from Privatized Data

1 June 2022

Papers citing "Data Augmentation MCMC for Bayesian Inference from Privatized Data"

13 / 13 papers shown

Title
Noise-Aware Differentially Private Variational Inference Talal Alrawajfeh Joonas Jälkö Antti Honkela 25 0 0 25 Oct 2024
Statistical Inference for Privatized Data with Unknown Sample Size Jordan Awan A. F. Barrientos Nianqiao P. Ju 46 0 0 10 Jun 2024
Bayesian Inference Under Differential Privacy: Prior Selection Considerations with Application to Univariate Gaussian Data and Regression Zeki Kazan Jerome P. Reiter 36 1 0 22 May 2024
General Inferential Limits Under Differential and Pufferfish Privacy J. Bailie Ruobin Gong 23 1 0 27 Jan 2024
Spectral gap bounds for reversible hybrid Gibbs chains Qian Qin Nianqiao Ju Guanyang Wang 21 5 0 20 Dec 2023
MCMC for Bayesian nonparametric mixture modeling under differential privacy Mario Beraha Stefano Favaro Vinayak Rao 26 1 0 15 Oct 2023
On Consistent Bayesian Inference from Synthetic Data Ossi Raisa Joonas Jälkö Antti Honkela SyDa 19 2 0 26 May 2023
Simulation-based, Finite-sample Inference for Privatized Data Jordan Awan Zhanyu Wang 31 7 0 09 Mar 2023
Differentially Private Distributed Bayesian Linear Regression with MCMC Barics Alparslan S. Yıldırım cS. .Ilker Birbil FedML 6 1 0 31 Jan 2023
Differentially Private Online Bayesian Estimation With Adaptive Truncation S. Yıldırım 11 1 0 19 Jan 2023
One Step to Efficient Synthetic Data Jordan Awan Zhanrui Cai 13 6 0 03 Jun 2020
Differentially Private Bayesian Inference for Exponential Families G. Bernstein Daniel Sheldon 26 48 0 06 Sep 2018
Differentially Private Chi-Squared Hypothesis Testing: Goodness of Fit and Independence Testing Marco Gaboardi H. Lim Ryan M. Rogers Salil P. Vadhan 45 137 0 07 Feb 2016