Towards Fairness in Classification: Comparison of Methods to Decrease Bias.

Maitane Martinez-Eguiluz Oier Irazabal-Urrutia Olatz Arbelaitz-Gallego

Published 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