A Privacy Preserving Algorithm to Release Sparse High-dimensional Histograms

Differential privacy has emerged as a popular model to provably limit privacy risks associated with a given data release. However releasing high dimensional synthetic data under differential privacy remains a challenging problem. In this paper, we study the problem of releasing synthetic data in the...

Disgrifiad llawn

Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Prif Awduron: Bai Li, Vishesh Karwa, Aleksandra Slavković, Rebecca Carter Steorts
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: Labor Dynamics Institute 2018-12-01
Cyfres:The Journal of Privacy and Confidentiality
Pynciau:
differential privacy
high dimensional sparse histograms
stability based algorithm
perturbed Gibbs sampler
Stability Based Hashed Gibbs Sampler
Mynediad Ar-lein:https://journalprivacyconfidentiality.org/index.php/jpc/article/view/657
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