1 code implementation • 12 Feb 2024 • Teresa Salazar, João Gama, Helder Araújo, Pedro Henriques Abreu
In the evolving field of machine learning, ensuring fairness has become a critical concern, prompting the development of algorithms designed to mitigate discriminatory outcomes in decision-making processes.
1 code implementation • IEEE Access 2021 • Teresa Salazar, Miriam Seoane Santos, Helder Araújo, Pedro Henriques Abreu
We categorize different types of datapoints according to their local neighbourhood with respect to the sensitive attributes, identifying which are more difficult to learn by the classifiers.