Non-Discriminatory Machine Learning Through Convex Fairness Criteria.
Naman GoelMohammad YaghiniBoi FaltingsPublished in: AAAI (2018)
Keyphrases
- machine learning
- machine learning methods
- pattern recognition
- resource allocation
- learning algorithm
- evaluation criteria
- knowledge acquisition
- machine learning and data mining
- machine learning approaches
- machine learning algorithms
- data mining
- convex optimization
- learning problems
- model selection
- computer science
- reinforcement learning
- decision trees
- supervised machine learning
- information extraction
- semi supervised learning
- selection criteria
- learning systems
- explanation based learning
- computer vision
- multi criteria
- computational biology
- piecewise linear
- inductive learning
- neural network
- multiple criteria
- feature selection
- text classification
- inductive logic programming
- data analysis
- active learning
- natural language processing