Addressing fairness in classification with a model-agnostic multi-objective algorithm.
Kirtan PadhDiego AntogniniEmma Lejal GlaudeBoi FaltingsClaudiu MusatPublished in: UAI (2021)
Keyphrases
- classification algorithm
- multi objective
- preprocessing
- optimization algorithm
- probabilistic model
- mathematical model
- theoretical analysis
- classification method
- recognition algorithm
- dynamic programming
- classification models
- learning algorithm
- objective function
- input data
- selection algorithm
- expectation maximization
- learning phase
- em algorithm
- support vector machine svm
- energy function
- tree structure
- decision trees
- detection algorithm
- bayesian framework
- particle swarm optimization
- genetic algorithm
- optimal solution
- np hard
- cost function
- computational complexity
- search space
- estimation algorithm
- test problems
- face recognition
- support vector
- benchmark problems
- feature space
- machine learning
- feature vectors
- classification accuracy
- probability distribution
- parameter estimation
- segmentation algorithm
- linear programming