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      <marc:subfield code="a">Yu, Zhe Si, </marc:subfield>
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      <marc:subfield code="a">Synthetic data disclosure risk assessment : </marc:subfield>
      <marc:subfield code="b">a literature review / </marc:subfield>
      <marc:subfield code="c">by Zhe Si Yu.</marc:subfield>
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      <marc:subfield code="i">At head of title: </marc:subfield>
      <marc:subfield code="a">Proceedings of Statistics Canada Symposium 2024 : </marc:subfield>
      <marc:subfield code="b">the future of official statistics</marc:subfield>
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      <marc:subfield code="a">[Ottawa] : </marc:subfield>
      <marc:subfield code="b">Statistics Canada = Statistique Canada, </marc:subfield>
      <marc:subfield code="c">September 8, 2025.</marc:subfield>
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      <marc:subfield code="a">1 online resource (8 unnumbered pages).</marc:subfield>
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      <marc:subfield code="a">[Statistics Canada international symposium series : proceedings], </marc:subfield>
      <marc:subfield code="x">1709-8211</marc:subfield>
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      <marc:subfield code="a">Issued also in French under title: Évaluation du risque de divulgation de données synthétiques : une revue de littérature.</marc:subfield>
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      <marc:subfield code="a">Includes bibliographical references.</marc:subfield>
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      <marc:subfield code="a">"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].</marc:subfield>
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      <marc:subfield code="a">Confidential communications</marc:subfield>
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      <marc:subfield code="a">Disclosure of information</marc:subfield>
      <marc:subfield code="z">Canada.</marc:subfield>
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      <marc:subfield code="a">Statistics Canada, </marc:subfield>
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      <marc:subfield code="t">Évaluation du risque de divulgation de données synthétiques : </marc:subfield>
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      <marc:subfield code="a">Statistics Canada international symposium series - proceedings,</marc:subfield>
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      <marc:subfield code="q">PDF</marc:subfield>
      <marc:subfield code="s">376 KB</marc:subfield>
      <marc:subfield code="u">https://publications.gc.ca/collections/collection_2026/statcan/11-522-x/CS11-522-2024-1-16-eng.pdf</marc:subfield>
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