Residual Unfairness in Fair Machine Learning from Prejudiced Data.
Nathan KallusAngela ZhouPublished in: ICML (2018)
Keyphrases
- machine learning
- data sets
- data distribution
- synthetic data
- data analysis
- complex data
- data sources
- pattern recognition
- data points
- image data
- data collection
- data processing
- computer vision
- data quality
- original data
- raw data
- experimental data
- statistical analysis
- text mining
- prior knowledge
- input data
- knowledge acquisition
- data mining techniques
- machine learning algorithms
- database systems
- supervised learning
- decision trees
- statistical methods
- training data
- data objects
- high quality
- reinforcement learning