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

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Privacy in Statistical Databases: UNESCO Chair in Data Privacy, International Conference, PSD 2014, Ibiza, Spain, September 17-19, 2014. ProceedingsDidesnis paveikslėlis
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This book constitutes the refereed proceedings of the International Conference on Privacy in Statistical Databases, PSD 2014, held in Ibiza, Spain in September 2014 under the sponsorship of the UNESCO chair in Data Privacy. The 27 revised full papers presented were carefully reviewed and selected from 41 submissions. The scope of the conference is on following topics: tabular data protection, microdata masking, protection using privacy models, synthetic data, record linkage, remote access, privacy-preserving protocols, and case studies.
Tabular Data Protection
Enabling Statistical Analysis of Suppressed Tabular Data
1(10)
Lawrence H. Cox
Assessing the Information Loss of Controlled Adjustment Methods in Two-Way Tables
11(13)
Jordi Castro
Jose A. Gonzalez
Further Developments with Perturbation Techniques to Protect Tabular Data
24(12)
Maria-Salome Hernandez-Garcia
Juan-Jose Salazar-Gonzalez
Comparison of Different Sensitivity Rules for Tabular Data and Presenting a New Rule -- The Interval Rule
36(12)
Johan Bring
Qun Wang
Pre-tabular Perturbation with Controlled Tabular Adjustment: Some Considerations
48(14)
Sarah Giessing
Measuring Disclosure Risk with Entropy in Population Based Frequency Tables
62(17)
Laszlo Antal
Natalie Shlomo
Mark Elliot
A CTA Model Based on the Huber Function
79(10)
Jordi Castro
Microdata Masking
Density Approximant Based on Noise Multiplied Data
89(16)
Yan-Xia Lin
Reverse Mapping to Preserve the Marginal Distributions of Attributes in Masked Microdata
105(12)
Krishnamurty Muralidhar
Rathindra Sarathy
Josep Domingo-Ferrer
JPEG-Based Microdata Protection
117(13)
Javier Jimenez
Guillermo Navarro-Arribas
Vicenc Torra
Protection Using Privacy Models
Improving the Utility of Differential Privacy via Univariate Microaggregation
130(13)
David Sanchez
Josep Domingo-Ferrer
Sergio Martinez
Differentially Private Exponential Random Graphs
143(13)
Vishesh Karwa
Aleksandra B. Slavkovic
Pavel Krivitsky
km-Anonymity for Continuous Data Using Dynamic Hierarchies
156(14)
Olga Gkountouna
Sotiris Angeli
Athanasios Zigomitros
Manolis Terrovitis
Yannis Vassiliou
Differentially-Private Logistic Regression for Detecting Multiple-SNP Association in GWAS Databases
170(15)
Fei Yu
Michal Rybar
Caroline Uhler
Stephen E. Fienberg
Synthetic Data
Disclosure Risk Evaluation for Fully Synthetic Categorical Data
185(15)
Jingchen Hu
Jerome P. Reiter
Quanli Wang
v-Dispersed Synthetic Data Based on a Mixture Model with Constraints
200(13)
Anna Oganian
Nonparametric Generation of Synthetic Data for Small Geographic Areas
213(19)
Joseph W. Sakshaug
Trivellore E. Raghunathan
Using Partially Synthetic Data to Replace Suppression in the Business Dynamics Statistics: Early Results
232(11)
Javier Miranda
Lars Vilhuber
Synthetic Longitudinal Business Databases for International Comparisons
243(10)
Jorg Drechsler
Lars Vilhuber
Record Linkage
A Comparison of Blocking Methods for Record Linkage
253(16)
Rebecca C. Steorts
Samuel L. Ventura
Mauricio Sadinle
Stephen E. Fienberg
Probabilistic Record Linkage for Disclosure Risk Assessment
269(14)
Natalie Shlomo
Hierarchical Linkage Clustering with Distributions of Distances for Large-Scale Record Linkage
283(16)
Samuel L. Ventura
Rebecca Nugent
Remote Access
Comparison of Two Remote Access Systems Recently Developed and Implemented in Australia
299(13)
Christine M. O'Keefe
Phillip Gould
Tim Churches
Privacy-Preserving Protocols
Towards Secure and Practical Location Privacy through Private Equality Testing
312(14)
Emmanouil Magkos
Panayiotis Kotzanikolaou
Marios Magioladitis
Spyros Sioutas
Vassilios S. Verykios
Case Studies
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
326(12)
Robert McCaa
Krishnamurty Muralidhar
Rathindra Sarathy
Michael Comerford
Albert Esteve-Palos
Balancing Confidentiality and Usability: Protecting Sensitive Data in the Case of Inward Foreign Affiliates Statistics (FATS)
338(12)
Katri Soininvaara
Teemu Oinonen
Annu Nissinen
Applicability of Confidentiality Methods to Personal and Business Data
350(15)
Christine M. O'Keefe
Natalie Shlomo
Author Index 365
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