Beyond Incompatibility: Trade-offs between Mutually Exclusive Fairness Criteria in Machine Learning and Law.
Meike ZehlikeAlex LoosleyHåkan JonssonEmil WiedemannPhilipp HackerPublished in: CoRR (2022)
Keyphrases
- machine learning
- trade off
- pattern recognition
- game theory
- decision trees
- machine learning algorithms
- knowledge acquisition
- case law
- machine learning methods
- information extraction
- data mining
- knowledge discovery
- supervised learning
- multiple criteria
- knowledge representation
- selection criteria
- machine learning and data mining
- explanation based learning
- computational biology
- kernel methods
- learning algorithm
- feature selection
- learning systems
- electronic commerce
- model selection
- data analysis
- resource allocation
- multi agent systems
- learning tasks
- inductive learning
- neural network
- text mining
- support vector machine
- active learning