On the Direction of Discrimination: An Information-Theoretic Analysis of Disparate Impact in Machine Learning.
Hao WangBerk UstunFlávio du Pin CalmonPublished in: ISIT (2018)
Keyphrases
- machine learning
- feature selection
- learning algorithm
- machine learning algorithms
- decision trees
- pattern recognition
- high impact
- machine learning methods
- natural language processing
- text classification
- data mining
- machine learning and data mining
- learning tasks
- computer vision
- semi supervised learning
- supervised learning
- information extraction
- knowledge discovery
- decision making
- reinforcement learning
- knowledge acquisition
- artificial intelligence
- active learning
- knowledge engineering
- expert systems
- case study