Fairness: from the ethical principle to the practice of Machine Learning development as an ongoing agreement with stakeholders

Georgina Curto, Flavio Comim

This paper clarifies why bias cannot be completely mitigated in Machine Learning (ML) and proposes an end-to-end methodology to translate the ethical principle of justice and fairn…