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As a solution, most of the discrimination free modeling techniques force the treatment of the sensitive groups to be equal and do not take into account that ...
If discrimination is explainable, this means that "differences in treatment and outcomes among different groups can be justified and explained via some ...
We instruct how to measure, which part of the difference is explainable and present the local learning techniques that remove exactly the illegal discrimination ...
Explainable and Non-explainable Discrimination in Classification · Topics · 21 Citations · 14 References · Related Papers ...
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Explainable and Non-explainable Discrimination in Classification ; Publication date, 2013 ; Pages, 155-170 ; ISBN (Print), 978-3-642-30486-6 ; Publication status ...
Explainable and Non-explainable Discrimination in Classification by Kamiran and Žliobaitė 2013, a book chapter. DOI PDF. Handling Conditional Discrimination by ...
Oct 22, 2024 · Therefore, we develop methodology for quantifying the explainable discrimination and algorithmic techniques for removing the illegal ...
Exploiting reject option in classification for social ...
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Thus, it addresses a common criticism that discrimination prevention methods disregard explainable discrimination while removing overall discrimination. The ...
Jul 15, 2023 · We focus on fairness in classification, where the goal is to prevent discrimination ... of fairness metrics under EU non-discrimination law, W. Va ...
Jun 8, 2022 · While non-explainable discrimination occurs when there is a discriminatory outcome that cannot be justified, the specific trigger cannot be ...