Privacy in Statistical Databases: UNESCO Chair in Data Privacy, International Conference, PSD 2020, Tarragona, Spain, September 23–25, 2020, Proceedings

Front Matter ....Pages i-xi
Front Matter ....Pages 1-1
 \( P_{\alpha ,\beta } \)-Privacy: A Composable Formulation of Privacy Guarantees for Data Publishing Based on Permutation  (Nicolas Ruiz)....Pages 3-20
 \(\epsilon \)-Differential Privacy for Microdata Releases Does Not Guarantee Confidentiality (Let Alone Utility)  (Krishnamurty Muralidhar, Josep Domingo-Ferrer, Sergio Martínez)....Pages 21-31
 A Bayesian Nonparametric Approach to Differentially Private Data  (Fadhel Ayed, Marco Battiston, Giuseppe Di Benedetto)....Pages 32-48
 A Partitioned Recoding Scheme for Privacy Preserving Data Publishing  (Chris Clifton, Eric J. Hanson, Keith Merrill, Shawn Merrill, Amjad Zahraa)....Pages 49-61
 Explaining Recurrent Machine Learning Models: Integral Privacy Revisited  (Vicenç Torra, Guillermo Navarro-Arribas, Edgar Galván)....Pages 62-73
 Utility-Enhancing Flexible Mechanisms for Differential Privacy  (Vaikkunth Mugunthan, Wanyi Xiao, Lalana Kagal)....Pages 74-90
 Plausible Deniability  (David Sidi, Jane Bambauer)....Pages 91-105
Front Matter ....Pages 107-107
 Analysis of Differentially-Private Microdata Using SIMEX  (Anne-Sophie Charest, Leila Nombo)....Pages 109-120
 An Analysis of Different Notions of Effectiveness in k-Anonymity  (Tanja àarčević, David Molnar, Rudolf Mayer)....Pages 121-135
 Multivariate Top-Coding for Statistical Disclosure Limitation  (Anna Oganian, Ionut Iacob, Goran Lesaja)....Pages 136-148
Front Matter ....Pages 149-149
 Calculation of Risk Probabilities for the Cell Key Method  (Tobias Enderle, Sarah Giessing, Reinhard Tent)....Pages 151-165
 On Different Formulations of a Continuous CTA Model  (Goran Lesaja, Ionut Iacob, Anna Oganian)....Pages 166-179
Front Matter ....Pages 181-181
 Privacy Analysis of Query-Set-Size Control  (Eyal Nussbaum, Michael Segal)....Pages 183-194
 Statistical Disclosure Control When Publishing on Thematic Maps  (Douwe Hut, Jasper Goseling, Marie-Colette van Lieshout, Peter-Paul de Wolf, Edwin de Jonge)....Pages 195-205
Front Matter ....Pages 207-207
 Bayesian Modeling for Simultaneous Regression and Record Linkage  (Jiurui Tang, Jerome P. Reiter, Rebecca C. Steorts)....Pages 209-223
 Probabilistic Blocking and Distributed Bayesian Entity Resolution  (Ted Enamorado, Rebecca C. Steorts)....Pages 224-239
 Secure Matrix Computation: A Viable Alternative to Record Linkage?  (Jörg Drechsler, Benjamin Klein)....Pages 240-254
Front Matter ....Pages 255-255
 A Synthetic Supplemental Public Use File of Low-Income Information Return Data: Methodology, Utility, and Privacy Implications  (Claire McKay Bowen, Victoria Bryant, Leonard Burman, Surachai Khitatrakun, Robert McClelland, Philip Stallworth et al.)....Pages 257-270
 Integrating Differential Privacy in the Statistical Disclosure Control Tool-Kit for Synthetic Data Production  (Natalie Shlomo)....Pages 271-280
 Advantages of Imputation vs. Data Swapping for Statistical Disclosure Control  (Satkartar K. Kinney, Charlotte B. Looby, Feng Yu)....Pages 281-296
Front Matter ....Pages 297-297
 Evaluating Quality of Statistical Disclosure Control Methods – VIOLAS Framework  (Olga Dzięgielewska)....Pages 299-308
 Detecting Bad Answers in Survey Data Through Unsupervised Machine Learning  (Najeeb Moharram Jebreel, Rami Haffar, Ashneet Khandpur Singh, David Sánchez, Josep Domingo-Ferrer, Alberto Blanco-Justicia)....Pages 309-320
Front Matter ....Pages 321-321
 Private Posterior Inference Consistent with Public Information: A Case Study in Small Area Estimation from Synthetic Census Data  (Jeremy Seeman, Aleksandra Slavkovic, Matthew Reimherr)....Pages 323-336
 Differential Privacy and Its Applicability for Official Statistics in Japan – A Comparative Study Using Small Area Data from the Japanese Population Census  (Shinsuke Ito, Takayuki Miura, Hiroto Akatsuka, Masayuki Terada)....Pages 337-352
 Disclosure Avoidance in the Census Bureau’s 2010 Demonstration Data Product  (David Van Riper, Tracy Kugler, Steven Ruggles)....Pages 353-368
Back Matter ....Pages 369-370