Fairness Beyond Disparate Treatment & Disparate Impact: Learning Classification without Disparate Mistreatment.
Muhammad Bilal ZafarIsabel ValeraManuel Gomez-RodriguezKrishna P. GummadiPublished in: CoRR (2016)
Keyphrases
- supervised learning
- incremental learning
- learning algorithm
- learning process
- unsupervised learning
- learning scheme
- statistical learning
- learning tasks
- learning systems
- online learning
- classification accuracy
- decision trees
- prior knowledge
- knn
- kernel learning
- bayesian methods
- classification systems
- automatic classification
- reinforcement learning
- learning problems
- background knowledge
- support vector machine svm
- support vector
- classification rules
- learning analytics
- bayesian networks
- machine learning
- active learning
- data sources
- learning phase
- support vector machine