A tutorial in assessing disclosure risk in microdata
被引:9
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作者:
Taylor, Leslie
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VA Puget Sound Hlth Care Syst, Hlth Serv Res & Dev, Seattle, WA 98108 USAVA Puget Sound Hlth Care Syst, Hlth Serv Res & Dev, Seattle, WA 98108 USA
Taylor, Leslie
[1
]
Zhou, Xiao-Hua
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VA Puget Sound Hlth Care Syst, Hlth Serv Res & Dev, Seattle, WA 98108 USA
Peking Univ, Int Ctr Math Res, Beijing 100871, Peoples R China
Univ Washington, Dept Biostat, Seattle, WA 98195 USAVA Puget Sound Hlth Care Syst, Hlth Serv Res & Dev, Seattle, WA 98108 USA
Zhou, Xiao-Hua
[1
,2
,3
]
Rise, Peter
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VA Puget Sound Hlth Care Syst, Hlth Serv Res & Dev, Seattle, WA 98108 USAVA Puget Sound Hlth Care Syst, Hlth Serv Res & Dev, Seattle, WA 98108 USA
Rise, Peter
[1
]
机构:
[1] VA Puget Sound Hlth Care Syst, Hlth Serv Res & Dev, Seattle, WA 98108 USA
[2] Peking Univ, Int Ctr Math Res, Beijing 100871, Peoples R China
[3] Univ Washington, Dept Biostat, Seattle, WA 98195 USA
confidentiality;
data protection;
disclosure risk;
key variables;
population unique;
LOG-LINEAR MODELS;
PROTECTING PRIVACY;
IDENTIFICATION DISCLOSURE;
K-ANONYMITY;
D O I:
10.1002/sim.7667
中图分类号:
Q [生物科学];
学科分类号:
07 ;
0710 ;
09 ;
摘要:
Statistical agencies are releasing statistical data to other agencies for research purposes or to inform public policy. Prior to data release, these agencies have a legal and ethical obligation to protect the confidentiality of individuals in the data. Agencies often release altered versions of the data, but there usually remains risks of disclosure. Many well-studied risk measures are available to assess risk; however, many agencies today continue to use subjective judgement, past experience, and ad hoc rules or checklists to assess disclosure risk. More recently, there has been a recognized demand for quantitative risk measures that provide a more objective criteria for data release. This tutorial provides an overview of the statistical disclosure control framework for microdata. We focus on the risk analysis stage within this framework by defining existing disclosure risk measures and how to estimate them with available software.
机构:
Univ Wollongong, Natl Inst Appl Stat Res Australia, Canberra, ACT 2617, Australia
Australian Bur Stat, Methodol Div, Canberra, ACT 2617, AustraliaUniv Wollongong, Natl Inst Appl Stat Res Australia, Canberra, ACT 2617, Australia
机构:
Indian Inst Technol Kharagpur, Dept Humanities & Social Sci, Kharagpur 721302, West Bengal, IndiaIndian Inst Technol Kharagpur, Dept Humanities & Social Sci, Kharagpur 721302, West Bengal, India
Barman, Siddhartha
Mahakud, Jitendra
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Indian Inst Technol Kharagpur, Dept Humanities & Social Sci, Kharagpur 721302, West Bengal, IndiaIndian Inst Technol Kharagpur, Dept Humanities & Social Sci, Kharagpur 721302, West Bengal, India
机构:
Fachbereich I, Mathematik und Informationsmanagement, Fachhochschule Mainz - University of Applied Sciences, 55116 MainzFachbereich I, Mathematik und Informationsmanagement, Fachhochschule Mainz - University of Applied Sciences, 55116 Mainz