2 papers
cs.CY2022
Survey on Fairness Notions and Related Tensions
Guilherme Alves, Fabien Bernier, Miguel Couceiro +3
Automated decision systems are increasingly used to take consequential decisions in problems such as job hiring and loan granting with the hope of replacing subjective human decisi…
cs.LG2021
Reducing Unintended Bias of ML Models on Tabular and Textual Data
Guilherme Alves, Maxime Amblard, Fabien Bernier +2
Unintended biases in machine learning (ML) models are among the major concerns that must be addressed to maintain public trust in ML. In this paper, we address process fairness of…