Mitigating Statistical Bias within Differentially Private Synthetic Data

Mitigating Statistical Bias within Differentially Private Synthetic Data

24 August 2021

Sahra Ghalebikesabi

Sandra Jeanne Vollmer

Chris Holmes

Papers citing "Mitigating Statistical Bias within Differentially Private Synthetic Data"

7 / 7 papers shown

Title
Debiasing Synthetic Data Generated by Deep Generative Models A. Decruyenaere Heidelinde Dehaene Paloma Rabaey Christiaan Polet Johan Decruyenaere Thomas Demeester S. Vansteelandt AI4CE 36 0 0 06 Nov 2024
A density ratio framework for evaluating the utility of synthetic data Thom Benjamin Volker Peter-Paul de Wolf E. V. Kesteren 19 0 0 23 Aug 2024
Differentially Private Statistical Inference through $β$ -Divergence One Posterior Sampling Jack Jewson Sahra Ghalebikesabi Chris Holmes 38 2 0 11 Jul 2023
On Consistent Bayesian Inference from Synthetic Data Ossi Raisa Joonas Jälkö Antti Honkela SyDa 31 2 0 26 May 2023
Hyperparameter Tuning with Renyi Differential Privacy Nicolas Papernot Thomas Steinke 135 120 0 07 Oct 2021
Leveraging Public Data for Practical Private Query Release Terrance Liu G. Vietri Thomas Steinke Jonathan R. Ullman Zhiwei Steven Wu 161 58 0 17 Feb 2021
Private Post-GAN Boosting Marcel Neunhoeffer Zhiwei Steven Wu Cynthia Dwork 122 29 0 23 Jul 2020