New directions in anonymization: Permutation paradigm, verifiability by subjects and intruders, transparency to users

• Published in: Information sciences Vol. 337-338; pp. 11 - 24
• Main Authors: Domingo-Ferrer, Josep, Muralidhar, Krishnamurty
• Format: Journal Article
• Language: English
• Published: Elsevier Inc 10.04.2016
• Subjects: Data anonymization; Intruder model; Mapping; Mathematical models; Noise; Permutation paradigm; Permutations; Privacy; Risk; Statistical disclosure control; Subject-verifiability; Transformations (mathematics); Transparency to users; Utilities; Permutation paradigm; Subject-verifiability; Statistical disclosure control; Intruder model; Transparency to users; Data anonymization

There are currently two approaches to anonymization: “utility first” (use an anonymization method with suitable utility features, then empirically evaluate the disclosure risk and, if necessary, reduce the risk by possibly sacrificing some utility) or “privacy first” (enforce a target privacy level...