Fairness warnings and fair-MAML: learning fairly with minimal data.
Dylan SlackSorelle A. FriedlerEmile GiventalPublished in: FAT* (2020)
Keyphrases
- learning algorithm
- training data
- data sets
- raw data
- computer systems
- data collection
- data processing
- statistical analysis
- learning systems
- data sources
- prior knowledge
- data analysis
- data mining techniques
- small number
- learning process
- supervised learning
- domain experts
- original data
- noisy data
- bayesian methods
- hidden variables
- complex data
- data quality
- data objects
- data structure
- human experts
- data distribution
- high dimensional data