Fairness Beyond Disparate Treatment & Disparate Impact: Learning Classification without Disparate Mistreatment.
Muhammad Bilal ZafarIsabel ValeraManuel Gomez-RodriguezKrishna P. GummadiPublished in: WWW (2017)
Keyphrases
- incremental learning
- learning process
- unsupervised learning
- supervised learning
- pattern recognition
- online learning
- machine learning
- prior knowledge
- multi category
- data sources
- neural network
- learning phase
- learning problems
- learning tasks
- feature vectors
- learning systems
- decision trees
- feature extraction
- kernel learning
- reinforcement learning
- active learning
- discriminative learning
- inductive inference
- structured output
- classification algorithm
- machine learning methods
- statistically significant
- machine learning algorithms
- image classification
- classification accuracy
- probabilistic model
- learning environment