Statistical disclosure control for public microdata: present and future

被引:2
|
作者
Park, Min-Jeong [1 ]
Kim, Hang J. [2 ]
机构
[1] Stat Korea, Stat Res Inst, Daejeon, South Korea
[2] Univ Cincinnati, Dept Math Sci, POB 210025, Cincinnati, OH 45221 USA
关键词
data privacy; masking; analytic system; differential privacy; synthetic data;
D O I
10.5351/KJAS.2016.29.6.1041
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
The increasing demand from researchers and policy makers for microdata has also increased related privacy and security concerns. During the past two decades, a large volume of literature on statistical disclosure control (SDC) has been published in international journals. This review paper introduces relatively recent SDC approaches to the communities of Korean statisticians and statistical agencies. In addition to the traditional masking techniques (such as microaggregation and noise addition), we introduce an online analytic system, differential privacy, and synthetic data. For each approach, the application example (with pros and cons, as well as methodology) is highlighted, so that the paper can assist statical agencies that seek a practical SDC approach.
引用
收藏
页码:1041 / 1059
页数:19
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