Assessing algorithmic fairness with unobserved protected class using data combination.
Nathan KallusXiaojie MaoAngela ZhouPublished in: FAT* (2020)
Keyphrases
- data sets
- data collection
- database
- raw data
- synthetic data
- data processing
- complex data
- knowledge discovery
- learning algorithm
- data distribution
- small number
- data structure
- computer systems
- statistical analysis
- noisy data
- metadata
- missing data
- data quality
- data objects
- original data
- spatial data
- data points
- training data
- training examples
- high quality
- prior knowledge