Fairness in machine learning: Lessons from political philosophy

R Binns - Conference on fairness, accountability and …, 2018 - proceedings.mlr.press
What does it mean for a machine learning model to be 'fair', in terms which can be
operationalised? Should fairness consist of ensuring everyone has an equal probability of …

Procedural justice in algorithmic fairness: Leveraging transparency and outcome control for fair algorithmic mediation

MK Lee, A Jain, HJ Cha, S Ojha, D Kusbit - Proceedings of the ACM on …, 2019 - dl.acm.org
As algorithms increasingly take managerial and governance roles, it is ever more important
to build them to be perceived as fair and adopted by people. With this goal, we propose a …

[图书][B] Born free and equal?: A philosophical inquiry into the nature of discrimination

K Lippert-Rasmussen - 2013 - books.google.com
What is discrimination? There are certain instances of differential treatment that almost
anyone would describe as discriminatory; yet upon deeper examination, this near-unanimity …

Discrimination in the age of artificial intelligence

B Heinrichs - AI & society, 2022 - Springer
In this paper, I examine whether the use of artificial intelligence (AI) and automated decision-
making (ADM) aggravates issues of discrimination as has been argued by several authors …

Discrimination and insurance

R Avraham - The Routledge handbook of the ethics of …, 2017 - taylorfrancis.com
Private insurance is everywhere. As the primary device to reduce risk of loss and
uncertainty, insurance is one of the most important institutions around us. It provides …

Exploring the Effect of Discrimination on Ethnic Minority Medical Students' Mental Well-Being in the Netherlands

O Anjorin, VL Bakeroot, A Zanting, A Krumeich… - Trends in Higher …, 2023 - mdpi.com
Racial discrimination is a global concern affecting education, including medical programs in
the Netherlands. Covert racial discrimination in academia has been linked to adverse …

Measuring the biases that matter: The ethical and casual foundations for measures of fairness in algorithms

B Glymour, J Herington - Proceedings of the conference on fairness …, 2019 - dl.acm.org
Measures of algorithmic bias can be roughly classified into four categories, distinguished by
the conditional probabilistic dependencies to which they are sensitive. First, measures of" …

[图书][B] The Routledge handbook of the ethics of discrimination

K Lippert-Rasmussen - 2018 - api.taylorfrancis.com
Discrimination is an important topic. Many disadvantages and disrespectful forms of
treatment endured by individuals result from or amount to discrimination. Not surprisingly …

No fats, femmes, or Asians

X Liu - Moral Philosophy and Politics, 2015 - degruyter.com
A frequent caveat in online dating profiles–“No fats, femmes, or Asians”–caused an LGBT
activist to complain about the bias against Asians in the American gay community, which he …

Racial profiling and cumulative injustice

A Mogensen - Philosophy and Phenomenological Research, 2019 - Wiley Online Library
This paper tries to explain why racial profiling involves a serious injustice and to do so in a
way that avoids the problems of existing philosophical accounts. An initially plausible view …