Accuracy and Fairness Trade-offs in Machine Learning: A Stochastic Multi-Objective Approach.
Suyun LiuLuís Nunes VicentePublished in: CoRR (2020)
Keyphrases
- multi objective
- machine learning
- trade off
- conflicting objectives
- evolutionary algorithm
- multi objective optimization
- high accuracy
- objective function
- prediction accuracy
- pattern recognition
- computational cost
- optimization algorithm
- explanation based learning
- multiple objectives
- bi objective
- multi objective evolutionary
- learning systems
- error rate
- natural language processing
- data mining
- classification accuracy
- feature selection
- knowledge acquisition
- machine learning methods
- data sets
- genetic algorithm
- machine learning approaches
- computational complexity
- computer science
- learning problems
- computational efficiency
- resource allocation
- monte carlo
- knowledge discovery
- text mining