No evaluation without fair representation : Impact of label and selection bias on the evaluation, performance and mitigation of classification models

Magali Legast, Toon Calders, François Fouss

Bias can be introduced in diverse ways in machine learning datasets, for example via selection or label bias. Although these bias types in themselves have an influence on important…