Reducing Unintended Bias of ML Models on Tabular and Textual Data

G. Alves, M. Amblard, F. Bernier, M. Couceiro, A. Napoli

8th IEEE International Conference on Data Science and Advanced Analytics (DSAA), Oct 2021, Porto, Portugal

[preprint] [presentation]

Making ML models fairer through explanations: the case of LimeOut

G. Alves, V. Bhargava, M. Couceiro, A. Napoli

9th International Conference on Analysis of Images, Social Networks, and Texts 2020 (AIST 2020), Oct 2020, Moscow, Russia

[plenary talk] [code]

LimeOut: An Ensemble Approach To Improve Process Fairness

V. Bhargava, M. Couceiro, A. Napoli

ECML PKDD International Workshop on eXplainable Knowledge Discovery in Data Mining (XKDD 2020), Sep 2020, Ghent, Belgium

[talk] [code]