A Framework of Metrics for Differential Privacy from Local Sensitivity
The meaning of differential privacy (DP) is tightly bound with the notion of distance on databases, typically defined as the number of changed rows. Considering the semantics of data, this metric may be not the most suitable one, particularly when a distance comes out as larger than the data owner d...
Main Authors: | , , |
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Format: | Article |
Language: | English |
Published: |
Sciendo
2020-04-01
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Series: | Proceedings on Privacy Enhancing Technologies |
Subjects: | |
Online Access: | https://doi.org/10.2478/popets-2020-0023 |