Variance, Self-Consistency, and Arbitrariness in Fair Classification.
A. Feder CooperSolon BarocasChristopher De SaSiddhartha SenPublished in: CoRR (2023)
Keyphrases
- pattern recognition
- classification accuracy
- decision trees
- machine learning
- support vector machine svm
- classification systems
- classification scheme
- image classification
- text classification
- classification method
- automatic classification
- pattern classification
- machine learning methods
- classification process
- support vector
- supervised classification
- classification rate
- document classification
- decision rules
- supervised learning
- preprocessing
- feature selection
- classification rules
- benchmark datasets
- database
- roc curve
- model selection
- genetic algorithm
- artificial neural networks