Fairness in machine learning from the perspective of sociology of statistics: How machine learning is becoming scientific by turning its back on metrological realism.
Bilel BenbouzidPublished in: FAccT (2023)
Keyphrases
- machine learning
- machine learning methods
- decision trees
- data mining
- learning algorithm
- pattern recognition
- computer science
- machine learning algorithms
- learning problems
- text mining
- machine learning approaches
- statistical learning
- computer graphics
- knowledge acquisition
- natural language processing
- supervised learning
- computer vision
- computational biology
- information extraction
- artificial intelligence
- inductive learning
- learning tasks
- kernel methods
- statistical methods
- real world
- social networks
- resource allocation
- feature selection
- learning systems
- knowledge discovery
- semi supervised learning
- text classification
- databases