DPSyn: Experiences in the NIST Differential Privacy Data Synthesis Challenges
We summarize the experience of participating in two differential privacycompetitions organized by the National Institute of Standards and Technology (NIST). Inthis paper, we document our experiences in the competition, the approaches we have used,the lessons we have learned, and our call to the rese...
Main Authors: | , , |
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Format: | Article |
Language: | English |
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Labor Dynamics Institute
2021-09-01
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Series: | The Journal of Privacy and Confidentiality |
Subjects: | |
Online Access: | https://journalprivacyconfidentiality.org/index.php/jpc/article/view/775 |
_version_ | 1818329948920741888 |
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author | Tianhao Wang Ninghui Li Zhikun Zhang |
author_facet | Tianhao Wang Ninghui Li Zhikun Zhang |
author_sort | Tianhao Wang |
collection | DOAJ |
description | We summarize the experience of participating in two differential privacycompetitions organized by the National Institute of Standards and Technology (NIST). Inthis paper, we document our experiences in the competition, the approaches we have used,the lessons we have learned, and our call to the research community to further bridge thegap between theory and practice in DP research. |
first_indexed | 2024-12-13T12:56:11Z |
format | Article |
id | doaj.art-c7b9a3edbd754fbcbbd98de33146d130 |
institution | Directory Open Access Journal |
issn | 2575-8527 |
language | English |
last_indexed | 2024-12-13T12:56:11Z |
publishDate | 2021-09-01 |
publisher | Labor Dynamics Institute |
record_format | Article |
series | The Journal of Privacy and Confidentiality |
spelling | doaj.art-c7b9a3edbd754fbcbbd98de33146d1302022-12-21T23:45:11ZengLabor Dynamics InstituteThe Journal of Privacy and Confidentiality2575-85272021-09-01112DPSyn: Experiences in the NIST Differential Privacy Data Synthesis ChallengesTianhao Wang0Ninghui Li1Zhikun Zhang2Purdue UniversityPurdue UniversityCISPA Helmholtz Center for Information SecurityWe summarize the experience of participating in two differential privacycompetitions organized by the National Institute of Standards and Technology (NIST). Inthis paper, we document our experiences in the competition, the approaches we have used,the lessons we have learned, and our call to the research community to further bridge thegap between theory and practice in DP research.https://journalprivacyconfidentiality.org/index.php/jpc/article/view/775Differential PrivacySynthetic Data GenerationNIST Competition |
spellingShingle | Tianhao Wang Ninghui Li Zhikun Zhang DPSyn: Experiences in the NIST Differential Privacy Data Synthesis Challenges The Journal of Privacy and Confidentiality Differential Privacy Synthetic Data Generation NIST Competition |
title | DPSyn: Experiences in the NIST Differential Privacy Data Synthesis Challenges |
title_full | DPSyn: Experiences in the NIST Differential Privacy Data Synthesis Challenges |
title_fullStr | DPSyn: Experiences in the NIST Differential Privacy Data Synthesis Challenges |
title_full_unstemmed | DPSyn: Experiences in the NIST Differential Privacy Data Synthesis Challenges |
title_short | DPSyn: Experiences in the NIST Differential Privacy Data Synthesis Challenges |
title_sort | dpsyn experiences in the nist differential privacy data synthesis challenges |
topic | Differential Privacy Synthetic Data Generation NIST Competition |
url | https://journalprivacyconfidentiality.org/index.php/jpc/article/view/775 |
work_keys_str_mv | AT tianhaowang dpsynexperiencesinthenistdifferentialprivacydatasynthesischallenges AT ninghuili dpsynexperiencesinthenistdifferentialprivacydatasynthesischallenges AT zhikunzhang dpsynexperiencesinthenistdifferentialprivacydatasynthesischallenges |