Privacy in Statistical Databases: UNESCO Chair in Data Privacy, International Conference, PSD 2014, Ibiza, Spain, September 17-19, 2014. Proceedings

Front Matter....Pages -
Enabling Statistical Analysis of Suppressed Tabular Data....Pages 1-10
Assessing the Information Loss of Controlled Adjustment Methods in Two-Way Tables....Pages 11-23
Further Developments with Perturbation Techniques to Protect Tabular Data....Pages 24-35
Comparison of Different Sensitivity Rules for Tabular Data and Presenting a New Rule – The Interval Rule ....Pages 36-47
Pre-tabular Perturbation with Controlled Tabular Adjustment: Some Considerations....Pages 48-61
Measuring Disclosure Risk with Entropy in Population Based Frequency Tables....Pages 62-78
A CTA Model Based on the Huber Function....Pages 79-88
Density Approximant Based on Noise Multiplied Data....Pages 89-104
Reverse Mapping to Preserve the Marginal Distributions of Attributes in Masked Microdata....Pages 105-116
JPEG-Based Microdata Protection....Pages 117-129
Improving the Utility of Differential Privacy via Univariate Microaggregation....Pages 130-142
Differentially Private Exponential Random Graphs....Pages 143-155
 k m -Anonymity for Continuous Data Using Dynamic Hierarchies....Pages 156-169
Differentially-Private Logistic Regression for Detecting Multiple-SNP Association in GWAS Databases....Pages 170-184
Disclosure Risk Evaluation for Fully Synthetic Categorical Data....Pages 185-199
 v -Dispersed Synthetic Data Based on a Mixture Model with Constraints....Pages 200-212
Nonparametric Generation of Synthetic Data for Small Geographic Areas....Pages 213-231
Using Partially Synthetic Data to Replace Suppression in the Business Dynamics Statistics: Early Results....Pages 232-242
Synthetic Longitudinal Business Databases for International Comparisons....Pages 243-252
A Comparison of Blocking Methods for Record Linkage....Pages 253-268
Probabilistic Record Linkage for Disclosure Risk Assessment....Pages 269-282
Hierarchical Linkage Clustering with Distributions of Distances for Large-Scale Record Linkage....Pages 283-298
Comparison of Two Remote Access Systems Recently Developed and Implemented in Australia....Pages 299-311
Towards Secure and Practical Location Privacy through Private Equality Testing....Pages 312-325
Controlled Shuffling, Statistical Confidentiality and Microdata Utility: A Successful Experiment with a 10% Household Sample of the 2011 Population Census of Ireland for the IPUMS-International Database....Pages 326-337
Balancing Confidentiality and Usability....Pages 338-349
Applicability of Confidentiality Methods to Personal and Business Data....Pages 350-363
Back Matter....Pages -