An Empirical Study on Learning Fairness Metrics for COMPAS Data with Human Supervision.
Hanchen WangNina Grgic-HlacaPreethi LahotiKrishna P. GummadiAdrian WellerPublished in: CoRR (2019)
Keyphrases
- data sets
- data collection
- data analysis
- prior knowledge
- data processing
- raw data
- synthetic data
- online learning
- learning process
- small number
- noisy data
- database
- high dimensional data
- learning tasks
- background knowledge
- sensor data
- data distribution
- learned models
- active learning
- learning models
- data objects
- high quality
- human experts
- resource allocation
- spatial data
- data structure
- high dimensional
- text classification
- data points
- probability distribution
- data sources
- mobile robot