Search Results for author: Fabien Bernier

Found 2 papers, 0 papers with code

Survey on Fairness Notions and Related Tensions

no code implementations16 Sep 2022 Guilherme Alves, Fabien Bernier, Miguel Couceiro, Karima Makhlouf, Catuscia Palamidessi, Sami Zhioua

Fairness requirements to be satisfied while learning models created several types of tensions among the different notions of fairness and other desirable properties such as privacy and classification accuracy.

Fairness

Reducing Unintended Bias of ML Models on Tabular and Textual Data

no code implementations5 Aug 2021 Guilherme Alves, Maxime Amblard, Fabien Bernier, Miguel Couceiro, Amedeo Napoli

Unintended biases in machine learning (ML) models are among the major concerns that must be addressed to maintain public trust in ML.

Fairness

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