Simulating Biases for Interpretable Fairness in Offline and Online Classifiers

Ricardo Inácio, Zafeiris Kokkinogenis, Vitor Cerqueira +1

Predictive models often reinforce biases which were originally embedded in their training data, through skewed decisions. In such cases, mitigation methods are critical to ensure t…