Measuring Non-Expert Comprehension of Machine Learning Fairness Metrics.
Debjani SahaCandice SchumannDuncan C. McElfreshJohn P. DickersonMichelle L. MazurekMichael Carl TschantzPublished in: ICML (2020)
Keyphrases
- machine learning
- pattern recognition
- machine learning approaches
- decision trees
- feature selection
- computer science
- evaluation metrics
- computational intelligence
- knowledge acquisition
- cognitive processes
- inductive learning
- machine learning methods
- resource allocation
- data mining
- information extraction
- machine learning algorithms
- data analysis
- support vector machine
- knowledge representation
- supervised learning
- human experts
- game theory
- explanation based learning
- learning algorithm
- artificial intelligence
- active learning
- learning problems
- statistical methods
- domain experts
- semi supervised learning
- model selection
- text classification