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We propose a categorical data synthesizer with a quantifiable disclosure risk.
Data-swapping: A technique for disclosure control (exteded abstract)
T. Dalenius and S. P. Reiss · 1978
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Disclosure-limited data dissemination
G. T. Duncan and D. Lambert · 1986
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Multiple Imputation for Nonresponse in Surveys
D. B. Rubin · 1987
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Masking procedures for microdata disclosure limitation
W. A. Fuller · 1993
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Discussion: Statistical disclosure limitation
D. B. Rubin · 1993
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Approximate nearest neighbors: Towards removing the curse of dimensionality
P. Indyk and R. Motwani · 1998
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Similarity search in high dimensions via hashing
A. Gionis, P. Indyk, and R. Motwani · 1999
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Disclosure limitation in longitudinal linked data
J. M. Abowd and S. D. Woodcock · 2001
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Proposals for 2001 samples of anonymized records: an assessment of disclosure risk
A. Dale and M. Elliot · 2001
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Disclosure risk vs. data utility: The R-U confidentiality map
G. T. Duncan, S. A. Keller-McNulty, and S. L. Stokes · 2001
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Elements of Statistical Disclosure Control , volume 155
L. Willenborg and T. de Waal · 2001
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A model-based method for disclosure limitation of business microdata
L. Franconi and J. Stander · 2002
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k-anonymity: a model for protecting privacy
L. Sweeney · 2002
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Maximum entropy simulation for microdata protection
S. Polettini · 2003
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Multiple imputation for statistical disclosure limitation
T. E. Raghunathan, J. P. Reiter, and D. B. Rubin · 2003
Cited alongside, same era.
Using CART to generate partially synthetic, public use microdata
J. P. Reiter · 2003
Cited alongside, same era.
A contingency-table model for imputing data satisfying analytic constraints
W. E. Winkler · 2003
Cited alongside, same era.
Data swapping: Variations on a theme by Dalenius and Reiss
S. E. Fienberg and J. McIntyre · 2005
Cited alongside, same era.
Differential privacy
C. Dwork · 2006
Cited alongside, same era.
Privacy, accuracy, and consistency too: A holistic solution to contingency table release
B. Barak, K. Chaudhuri, C. Dwork, S. Kale, F. McSherry, and K. Talwar · 2007
Cited alongside, same era.
Differential privacy and the risk-utility tradeoff for multi-dimensional contingency tables
S. E. Fienberg, A. Rinaldo, and X. Yang · 2010
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Regularization paths for generalized linear models via coordinate descent
J. Friedman, T. Hastie, and R. Tibshirani · 2010
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Releasing multiply imputed synthetic data generated in two stages to protect confidentiality
J. P. Reiter and J. Drechsler · 2010
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General discrete-data modeling methods for producing synthetic data with reduced re-identification risk that preserve analytic properties
W. E. Winkler · 2010
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Synthetic data for small area estimation
J. W. Sakshaug and T. E. Raghunathan · 2011
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Empirical evaluation of statistical inference from differentially-private contingency tables
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l l -diversity: Privacy beyond k k -anonymity
A. Machanavajjhala, D. Kifer, J. Gehrke, and M. Venkitasubramanian · 2007
Cited alongside, same era.
Mechanism design via differential privacy
F. McSherry and K. Talwar · 2007
Cited alongside, same era.
How protective are synthetic data?
J. M. Abowd and L. Vilhuber · 2008
Cited alongside, same era.
Privacy: Theory meets Practice on the Map
A. Machanavajjhala, D. Kifer, J. Abowd, J. Gehrke, and L. Vilhuber · 2008
Cited alongside, same era.
Filling in the blanks - KRIMP minimisation for missing data
J. Vreeken and A. Siebes · 2008
Cited alongside, same era.
Feature hashing for large scale multitask learning
K. Weinberger, A. Dasgupta, J. Langford, A. Smola, and J. Attenberg · 2009
Cited alongside, same era.
A.-S. Charest · 2012
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The application of differential privacy to health data
F. K. Dankar and K. E. Emam · 2012
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Differential privacy and statistical disclosure risk measures: An investigation with binary synthetic data
D. McClure and J. P. Reiter · 2012
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X. Yang, S. E. Fienberg, and A. Rinaldo · 2012
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Medicare Claims Synthetic Public Use Files (SynPUFs)
Centers for Medicare and Medicaid Services · 2013
Closest in time.
On syntactic anonymity and differential privacy
C. Clifton and T. Tassa · 2013
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Lugs: A scalable non-parametric data synthesizer for privacy preserving big health data publication
Y. Park, J. Ghosh, and M. Shankar · 2013
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Evaluating the potential of differential privacy mechanisms for census data
J. Soria-Cormas and J. Drechsler · 2013
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