Towards Fairness in Classification: Comparison of Methods to Decrease Bias.
Maitane Martinez-EguiluzOier Irazabal-UrrutiaOlatz Arbelaitz-GallegoPublished in: CAEPIA (2021)
Keyphrases
- machine learning methods
- classification method
- benchmark datasets
- machine learning
- pattern recognition
- preprocessing
- significant improvement
- accurate classification
- machine learning algorithms
- classification systems
- genetic algorithm
- neural network
- automatic classification
- robust classification
- support vector machine
- decision trees
- classification scheme
- classification performances
- feature extraction
- terms of classification accuracy
- k nearest neighbour
- classification models
- benchmark data sets
- pattern classification
- cross validation
- image classification
- computational cost
- feature vectors
- image segmentation
- support vector