Releasing multiply imputed, synthetic public use microdata: An illustration and empirical study
Publication
, Journal Article
Reiter, JP
Published in: Journal of the Royal Statistical Society. Series A: Statistics in Society
February 8, 2005
The paper presents an illustration and empirical study of releasing multiply imputed, fully synthetic public use microdata. Simulations based on data from the US Current Population Survey are used to evaluate the potential validity of inferences based on fully synthetic data for a variety of descriptive and analytic estimands, to assess the degree of protection of confidentiality that is afforded by fully synthetic data and to illustrate the specification of synthetic data imputation models. Benefits and limitations of releasing fully synthetic data sets are discussed.
Duke Scholars
Altmetric Attention Stats
Dimensions Citation Stats
Published In
Journal of the Royal Statistical Society. Series A: Statistics in Society
DOI
ISSN
0964-1998
Publication Date
February 8, 2005
Volume
168
Issue
1
Start / End Page
185 / 205
Related Subject Headings
- Statistics & Probability
- 4905 Statistics
- 3802 Econometrics
- 1603 Demography
- 1403 Econometrics
- 0104 Statistics
Citation
APA
Chicago
ICMJE
MLA
NLM
Reiter, J. P. (2005). Releasing multiply imputed, synthetic public use microdata: An illustration and empirical study. Journal of the Royal Statistical Society. Series A: Statistics in Society, 168(1), 185–205. https://doi.org/10.1111/j.1467-985X.2004.00343.x
Reiter, J. P. “Releasing multiply imputed, synthetic public use microdata: An illustration and empirical study.” Journal of the Royal Statistical Society. Series A: Statistics in Society 168, no. 1 (February 8, 2005): 185–205. https://doi.org/10.1111/j.1467-985X.2004.00343.x.
Reiter JP. Releasing multiply imputed, synthetic public use microdata: An illustration and empirical study. Journal of the Royal Statistical Society Series A: Statistics in Society. 2005 Feb 8;168(1):185–205.
Reiter, J. P. “Releasing multiply imputed, synthetic public use microdata: An illustration and empirical study.” Journal of the Royal Statistical Society. Series A: Statistics in Society, vol. 168, no. 1, Feb. 2005, pp. 185–205. Scopus, doi:10.1111/j.1467-985X.2004.00343.x.
Reiter JP. Releasing multiply imputed, synthetic public use microdata: An illustration and empirical study. Journal of the Royal Statistical Society Series A: Statistics in Society. 2005 Feb 8;168(1):185–205.
Published In
Journal of the Royal Statistical Society. Series A: Statistics in Society
DOI
ISSN
0964-1998
Publication Date
February 8, 2005
Volume
168
Issue
1
Start / End Page
185 / 205
Related Subject Headings
- Statistics & Probability
- 4905 Statistics
- 3802 Econometrics
- 1603 Demography
- 1403 Econometrics
- 0104 Statistics