Is a Fairness Metric Score Enough to Assess Discrimination Biases in Machine Learning?
Fanny JourdanRonan PonsNicholas AsherJean-Michel LoubesLaurent RisserPublished in: EWAF (2023)
Keyphrases
- machine learning
- pattern recognition
- natural language processing
- feature selection
- machine learning methods
- distance metric
- learning algorithm
- decision trees
- machine learning algorithms
- game theory
- data mining
- computational intelligence
- machine learning approaches
- bayesian networks
- learning systems
- text classification
- resource allocation
- metric learning
- similarity metric
- machine learning and data mining
- distance measure
- information extraction
- reinforcement learning
- euclidean distance
- transfer learning
- knowledge representation
- metric space
- expert systems
- computer vision
- quality metrics
- artificial intelligence
- score function