On the Direction of Discrimination: An Information-Theoretic Analysis of Disparate Impact in Machine Learning.
Hao WangBerk UstunFlávio du Pin CalmonPublished in: CoRR (2018)
Keyphrases
- machine learning
- feature selection
- machine learning methods
- pattern recognition
- machine learning algorithms
- learning algorithm
- machine learning approaches
- statistical methods
- decision trees
- artificial intelligence
- data mining
- computational biology
- inductive learning
- learning problems
- learning tasks
- machine learning and data mining
- factors that influence
- explanation based learning
- information extraction
- inductive logic programming
- high impact
- real time
- knowledge representation
- real world
- natural language processing
- supervised learning
- kernel methods
- support vector machine
- active learning
- computer science
- image processing
- computer vision
- neural network
- data sets