Neither Private Nor Fair: Impact of Data Imbalance on Utility and Fairness in Differential Privacy.
Tom FarrandFatemehsadat MireshghallahSahib SinghAndrew TraskPublished in: CoRR (2020)
Keyphrases
- private data
- differential privacy
- differentially private
- data sets
- database
- data sources
- data collection
- high dimensional data
- privacy preserving
- data distribution
- data privacy
- privacy guarantees
- data points
- original data
- data quality
- data analysis
- input data
- information sources
- knowledge discovery
- data model
- databases
- anonymized data