Neither Private Nor Fair: Impact of Data Imbalance on Utility and Fairness in Differential Privacy.
Tom FarrandFatemehsadat MireshghallahSahib SinghAndrew TraskPublished in: PPMLP@CCS (2020)
Keyphrases
- private data
- differential privacy
- differentially private
- data sets
- privacy preserving
- raw data
- data analysis
- anonymized data
- high dimensional data
- data points
- data mining algorithms
- data sharing
- data collection
- input data
- privacy guarantees
- knowledge discovery
- sensitive information
- distributed data
- data privacy
- privacy preservation