Blowfish privacy: tuning privacy-utility trade-offs using policies
@article{He2014BlowfishPT, title={Blowfish privacy: tuning privacy-utility trade-offs using policies}, author={X. He and Ashwin Machanavajjhala and B. Ding}, journal={Proceedings of the 2014 ACM SIGMOD International Conference on Management of Data}, year={2014} }
Privacy definitions provide ways for trading-off the privacy of individuals in a statistical database for the utility of downstream analysis of the data. In this paper, we present Blowfish, a class of privacy definitions inspired by the Pufferfish framework, that provides a rich interface for this trade-off. In particular, we allow data publishers to extend differential privacy using a policy, which specifies (a) secrets, or information that must be kept secret, and (b) constraints that may be… CONTINUE READING
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References
SHOWING 1-5 OF 5 REFERENCES
Di↵erential privacy
- In ICALP,
- 2006
Privacy-preserving data publishing. Foundations and Trends in Databases
- Privacy-preserving data publishing. Foundations and Trends in Databases
- 2009
C. Dwork. Differential privacy. In ICALP
- C. Dwork. Differential privacy. In ICALP
- 2006
C. Dwork. Di↵erential privacy. In ICALP
- C. Dwork. Di↵erential privacy. In ICALP
- 2006