Privacy Models, Data Utility, and Microaggregation-based Inter-model Connections
Josep Domingo-Ferrer received an M.Sc. and a Ph.D. in computer science from the Autonomous University of Barcelona in 1988 and 1991, respectively. He also received an M.Sc. degree in mathematics. He is a Distinguished Professor of Computer Science and an ICREA-Academia researcher at the Universitat Rovira i Virgili, Tarragona, Catalonia, where he holds the UNESCO Chair in Data Privacy. His research interests are in data privacy, data security, and cryptographic protocols. He is a Fellow of IEEE.David Sanchez received a Ph.D. in computer science from the Technical University of Catalonia. He also received an M.Sc. degree in computer science from the Universitat Rovira i Virgili, Tarragona, Catalonia, in 2003, where he is currently an Associate Professor of Computer Science. His research interests are in data semantics and data privacyJordi Soria-Comas received a B.Sc. degree in mathematics from the University of Barcelona in 2003, and an M.Sc. degree in finance from the Autonomous University of Barcelona in 2004. He received an M.Sc. degree in computer security in 2011, and a Ph.D. in computer science in 2013 from the Universitat Rovira i Virgili. He is a Director of Research at Universitat Rovira i Virgili. His research interests are in data privacy and security
Preface.- Acknowledgments.- Introduction.- Privacy in Data Releases.- Anonymization Methods for Microdata.- Quantifying Disclosure Risk: Record Linkage.- The k-Anonymity Privacy Model.- Beyond k-Anonymity: l-Diversity and t-Closeness.- t-Closeness Through Microaggregation.- Differential Privacy.- Differential Privacy by Multivariate Microaggregation.- Differential Privacy by Individual Ranking Microaggregation.- Conclusions and Research Directions.- Bibliography.- Authors' Biographies .