Enforcing Group Fairness in Algorithmic Decision Making: Utility Maximization Under Sufficiency-Reference-Cited by-同舟云学术

Enforcing Group Fairness in Algorithmic Decision Making: Utility Maximization Under Sufficiency

Published:2022-06-20 Issue: Volume: Page:
ISSN:
Container-title:2022 ACM Conference on Fairness, Accountability, and Transparency
language:
Short-container-title:

Author:

Baumann Joachim¹,Hannák Anikó²,Heitz Christoph³

Affiliation:

1. Universitiy of Zurich, Switzerland and Zurich University of Applied Sciences, Switzerland

2. Universitiy of Zurich, Switzerland

3. Zurich University of Applied Sciences, Switzerland

Funder

Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung

Innosuisse - Schweizerische Agentur für Innovationsförderung

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3531146.3534645

Reference48 articles.

1. Julia Angwin , Jeff Larson , Surya Mattu , and Lauren Kirchner . 2016 . Machine bias . ProPublica , May 23, 2016 (2016), 139–159. https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing Julia Angwin, Jeff Larson, Surya Mattu, and Lauren Kirchner. 2016. Machine bias. ProPublica, May 23, 2016 (2016), 139–159. https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing

2. Solon Barocas Moritz Hardt and Arvind Narayanan. 2019. Fairness and Machine Learning. fairmlbook.org. Solon Barocas Moritz Hardt and Arvind Narayanan. 2019. Fairness and Machine Learning. fairmlbook.org.

3. Big Data’s Disparate Impact;Barocas Solon;California Law Review,2016

4. Group Fairness in Prediction-Based Decision Making: From Moral Assessment to Implementation

5. Fairness in Criminal Justice Risk Assessments: The State of the Art

Cited by 10 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. Fairness in Online Ad Delivery;The 2024 ACM Conference on Fairness, Accountability, and Transparency;2024-06-03

2. Structural Interventions and the Dynamics of Inequality;The 2024 ACM Conference on Fairness, Accountability, and Transparency;2024-06-03

3. Analyzing the Relationship Between Difference and Ratio-Based Fairness Metrics;The 2024 ACM Conference on Fairness, Accountability, and Transparency;2024-06-03

4. On prediction-modelers and decision-makers: why fairness requires more than a fair prediction model;AI & SOCIETY;2024-03-16

5. Differential behaviour of a risk score for emergency hospital admission by demographics in Scotland — a retrospective study;2024-02-14