Linear Program Reconstruction in Practice

Main Article Content

Aloni Cohen
Kobbi Nissim

Abstract

We briefly report on a successful linear program reconstruction attack performed on a production statistical queries system and using a real dataset. The attack was deployed in test environment in the course of the Aircloak Challenge bug bounty program and is based on the reconstruction algorithm of Dwork, McSherry, and Talwar. We empirically evaluate the effectiveness of the algorithm and a related algorithm by Dinur and Nissim with various dataset sizes, error rates, and numbers of queries in a Gaussian noise setting.

Article Details

How to Cite
Cohen, Aloni, and Kobbi Nissim. 2020. “Linear Program Reconstruction in Practice”. Journal of Privacy and Confidentiality 10 (1). https://doi.org/10.29012/jpc.711.
Section
TPDP 2018

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