Addressing Fairness in Classification with a Model-Agnostic Multi-Objective Algorithm.
Kirtan PadhDiego AntogniniEmma Lejal GlaudeBoi FaltingsClaudiu MusatPublished in: CoRR (2020)
Keyphrases
- classification algorithm
- theoretical analysis
- multi objective
- objective function
- probabilistic model
- recognition algorithm
- mathematical model
- optimization algorithm
- classification method
- preprocessing
- cost function
- learning algorithm
- optimal solution
- em algorithm
- search space
- learning phase
- machine learning
- tree structure
- selection algorithm
- input data
- detection algorithm
- kalman filter
- estimation algorithm
- dynamic programming
- classification rules
- parameter estimation
- optimization method
- classification models
- multi objective optimization
- classification accuracy
- support vector
- similarity measure
- neural network
- bi objective
- segmentation algorithm
- expectation maximization
- text classification
- support vector machine
- knn
- computational complexity
- bayesian networks
- genetic algorithm