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Privacy in Statistical Databases
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This book constitutes the refereed proceedings of the International Conference on Privacy in Statistical Databases, PSD 2006, held in December 2006 in Rome, Italy. The 31 revised full papers are organized in topical sections on methods for tabular protection, utility and risk in tabular protection, methods for microdata protection, utility and risk in microdata protection, protocols for private computation, case studies, and software.
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Table of Contents

Methods for Tabular Protection.- A Method for Preserving Statistical Distributions Subject to Controlled Tabular Adjustment.- Automatic Structure Detection in Constraints of Tabular Data.- A New Approach to Round Tabular Data.- Harmonizing Table Protection: Results of a Study.- Utility and Risk in Tabular Protection.- Effects of Rounding on the Quality and Confidentiality of Statistical Data.- Disclosure Analysis for Two-Way Contingency Tables.- Statistical Disclosure Control Methods Through a Risk-Utility Framework.- A Generalized Negative Binomial Smoothing Model for Sample Disclosure Risk Estimation.- Entry Uniqueness in Margined Tables.- Methods for Microdata Protection.- Combinations of SDC Methods for Microdata Protection.- A Fixed Structure Learning Automaton Micro-aggregation Technique for Secure Statistical Databases.- Optimal Multivariate 2-Microaggregation for Microdata Protection: A 2-Approximation.- Using the Jackknife Method to Produce Safe Plots of Microdata.- Combining Blanking and Noise Addition as a Data Disclosure Limitation Method.- Why Swap When You Can Shuffle? A Comparison of the Proximity Swap and Data Shuffle for Numeric Data.- Adjusting Survey Weights When Altering Identifying Design Variables Via Synthetic Data.- Utility and Risk in Microdata Protection.- Risk, Utility and PRAM.- Distance Based Re-identification for Time Series, Analysis of Distances.- Beyond k-Anonymity: A Decision Theoretic Framework for Assessing Privacy Risk.- Using Mahalanobis Distance-Based Record Linkage for Disclosure Risk Assessment.- Improving Individual Risk Estimators.- Protocols for Private Computation.- Single-Database Private Information Retrieval Schemes : Overview, Performance Study, and Usage with Statistical Databases.- Privacy-Preserving Data Set Union.- "Secure" Log-Linear and Logistic Regression Analysis of Distributed Databases.- Case Studies.- Measuring the Impact of Data Protection Techniques on Data Utility: Evidence from the Survey of Consumer Finances.- Protecting the Confidentiality of Survey Tabular Data by Adding Noise to the Underlying Microdata: Application to the Commodity Flow Survey.- Italian Household Expenditure Survey: A Proposal for Data Dissemination.- Software.- The ARGUS Software in CENEX.- Software Development for SDC in R.- On Secure e-Health Systems.- IPUMS-International High Precision Population Census Microdata Samples: Balancing the Privacy-Quality Tradeoff by Means of Restricted Access Extracts.

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