Non-Invasive Fairness in Learning through the Lens of Data Drift.
Ke YangAlexandra MeliouPublished in: CoRR (2023)
Keyphrases
- data sets
- prior knowledge
- data analysis
- synthetic data
- database
- complex data
- original data
- data sources
- knowledge acquisition
- data processing
- bayesian methods
- experimental data
- background knowledge
- learning systems
- data collection
- image data
- knowledge discovery
- data structure
- raw data
- reinforcement learning
- machine learning
- online learning
- positive examples
- hidden variables
- learning models
- bayesian networks
- data quality
- noisy data
- data objects
- learning process
- privacy preserving
- data points
- computer systems
- input data