3608315
doi
10.5281/zenodo.3608315
oai:zenodo.org:3608315
user-jpc
Code and data for Linear Program Reconstruction in Practice
Aloni Cohen
Boston University
url:https://github.com/journalprivacyconfidentiality/Linear-Program-Reconstruction/tree/v20200114
url:https://github.com/a785236/Linear-Program-Reconstruction
doi:10.29012/jpc.711
doi:10.29012/jpc.711
info:eu-repo/semantics/openAccess
MIT License
https://opensource.org/licenses/MIT
<p>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.</p>
<p>The files in ./data were generated using the banking.psql database available at <a href="https://download.aircloak.com/">https://download.aircloak.com/</a> (last retrieved 12 Dec 2018). The best places to get started ./code/attack_script.m and ./code/simulated_experiment_script.m.</p>
NSF Graduate Research Fellowship, Facebook Fellowship, NSF Project CNS-1413920
Zenodo
2020-01-14
info:eu-repo/semantics/other
3608314
user-jpc
v20200114
award_title=TWC: TTP Option: Frontier: Collaborative: MACS: A Modular Approach to Cloud Security; award_number=1413920; funder_id=021nxhr62; funder_name=National Science Foundation;
1673276857.665264
1282102
md5:c17622e96539900677d291b38ab4c29d
https://zenodo.org/records/3608315/files/journalprivacyconfidentiality/Linear-Program-Reconstruction-v20200114.zip
public
https://github.com/journalprivacyconfidentiality/Linear-Program-Reconstruction/tree/v20200114
Is supplement to
url
https://github.com/a785236/Linear-Program-Reconstruction
Is supplement to
url
10.29012/jpc.711
Is cited by
doi
10.29012/jpc.711
Is supplement to
doi
10.5281/zenodo.3608314
isVersionOf
doi
Journal of Privacy and Confidentiality
10
1
2020-01-14