Accuracy and fairness trade-offs in machine learning: a stochastic multi-objective approach.
Suyun LiuLuís Nunes VicentePublished in: Comput. Manag. Sci. (2022)
Keyphrases
- multi objective
- machine learning
- trade off
- conflicting objectives
- evolutionary algorithm
- optimization algorithm
- multi objective optimization
- high accuracy
- genetic algorithm
- highly accurate
- prediction accuracy
- data mining
- multi objective evolutionary
- inductive learning
- machine learning algorithms
- text classification
- objective function
- knowledge acquisition
- classification accuracy
- multiobjective optimization
- computational efficiency
- game theory
- nsga ii
- pattern recognition
- artificial intelligence
- natural language
- information extraction
- multi objective optimization problems
- computational complexity
- explanation based learning
- multiple objectives
- data analysis
- learning tasks
- statistical methods
- differential evolution
- monte carlo
- decision trees
- error rate
- model selection
- particle swarm optimization