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Synthetic data disclosure risk assessment : a literature review / by Zhe Si Yu.: CS11-522/2024-1-16E-PDF

"The adoption of synthetic data generation as a confidentiality measure is increasing in statistical agencies worldwide, including at Statistics Canada. This approach provides an alternative to the traditional dissemination of anonymized public microdata files, offering both privacy protection and data utility. However, the creation of synthetic data presents challenges in assessing and mitigating disclosure risks. This paper reviews the different types of disclosure risks, that being attribute, membership and identify disclosure, and presents some of the associated methods for measuring risk"--Abstract, page [2].

Permanent link to this Catalogue record:
publications.gc.ca/pub?id=9.966524&sl=0

Publication information
Department/Agency
  • Statistics Canada, issuing body.
TitleSynthetic data disclosure risk assessment : a literature review / by Zhe Si Yu.
Variant title
  • At head of title: Proceedings of Statistics Canada Symposium 2024 : the future of official statistics
Series title
  • [Statistics Canada international symposium series : proceedings], 1709-8211
Publication typeMonograph - View Master Record
Language[English]
Other language editions[French]
FormatDigital text
Electronic document
Note(s)
  • Title from cover.
  • Issued also in French under title: Évaluation du risque de divulgation de données synthétiques : une revue de littérature.
  • Includes bibliographical references.
Publishing information
  • [Ottawa] : Statistics Canada = Statistique Canada, September 8, 2025.
Author / Contributor
  • Yu, Zhe Si, author.
Description1 online resource (8 unnumbered pages).
Catalogue number
  • CS11-522/2024-1-16E-PDF
Departmental catalogue number11-522-X
Subject terms
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