Robin Hood and Matthew Effects - Differential Privacy Has Disparate Impact on Synthetic Data.

Georgi Ganev Bristena Oprisanu Emiliano De Cristofaro

Published in: CoRR (2021)

Keyphrases

synthetic data
differential privacy
differentially private
privacy preserving
real world
private data
data sets
privacy preserving data mining algorithms
real image data
tabular data
data sharing
privacy guarantees
privacy preservation
data privacy
third party
relevance feedback
data analysis