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...

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Main Authors: Tianhao Wang, Ninghui Li, Zhikun Zhang
Format: Article
Language:English
Published: Labor Dynamics Institute 2021-09-01
Series:The Journal of Privacy and Confidentiality
Subjects:
Online Access:https://journalprivacyconfidentiality.org/index.php/jpc/article/view/775
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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.
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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
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AT ninghuili dpsynexperiencesinthenistdifferentialprivacydatasynthesischallenges
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