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On the relation between identifiability, differential privacy, and mutual-information privacy
2014
2014 52nd Annual Allerton Conference on Communication, Control, and Computing (Allerton)
This paper investigates the relation between three different notions of privacy: identifiability, differential privacy and mutual-information privacy. Under a privacy-distortion framework, where the distortion is defined to be the expected Hamming distance between the input and output databases, we establish some fundamental connections between these three privacy notions. Given a maximum distortion D, let * i (D) denote the smallest (best) identifiability level, and * d (D) the smallest
doi:10.1109/allerton.2014.7028576
dblp:conf/allerton/WangYZ14
fatcat:njgqkad7ezfefcpiynuzt6ysmu