Automatic Privacy and Utility Preservation for Mobility Data: A Nonlinear Model-Based Approach
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Dependable and Secure Computing"
DOI: 10.1109/tdsc.2018.2884470
Abstract: The widespread use of mobile devices and location-based services has generated a large number of mobility databases. While processing these data is highly valuable, privacy issues can occur if personal information is revealed. The prior… read more here.
Keywords: protection; mobility; privacy utility; mobility data ... See more keywords
Enabling Trade-offs in Privacy and Utility in Genomic Data Beacons and Summary Statistics
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DOI: 10.48550/arxiv.2302.01763
Abstract: The collection and sharing of genomic data are becoming increasingly commonplace in research, clinical, and direct-to-consumer settings. The computational protocols typically adopted to protect individual privacy include sharing summary statistics, such as allele frequencies, or… read more here.
Keywords: privacy utility; genomic data; membership inference; summary statistics ... See more keywords