Recovering from Biased Data: Can Fairness Constraints Improve Accuracy?
Avrim BlumKevin StanglPublished in: CoRR (2019)
Keyphrases
- data analysis
- database
- training data
- data sets
- data collection
- experimental data
- raw data
- synthetic data
- missing data
- data acquisition
- missing values
- data sources
- original data
- high quality
- image sequences
- temporal information
- data quality
- sensor data
- high dimensional data
- statistical analysis
- computer systems
- data processing
- data mining techniques
- sensor networks
- image data
- knowledge discovery
- data points
- probability distribution
- computational complexity
- machine learning