From Parity to Preference-based Notions of Fairness in Classification.
Muhammad Bilal ZafarIsabel ValeraManuel Gomez-RodriguezKrishna P. GummadiAdrian WellerPublished in: NIPS (2017)
Keyphrases
- support vector
- classification accuracy
- image classification
- feature selection
- classification systems
- machine learning methods
- support vector machine svm
- classification process
- pattern classification
- data sets
- feature vectors
- pattern recognition
- text classification
- model selection
- benchmark datasets
- class labels
- automatic classification
- feature space
- user preferences
- resource allocation
- preprocessing
- incremental learning
- document classification
- supervised classification
- decision trees
- learning algorithm