A Survey of Bias in Machine Learning Through the Prism of Statistical Parity-Reference-Cited by-同舟云学术

A Survey of Bias in Machine Learning Through the Prism of Statistical Parity

Published:2021-08-25 Issue: Volume: Page:1-11
ISSN:0003-1305
Container-title:The American Statistician
language:en
Short-container-title:The American Statistician

Author:

Besse Philippe¹,del Barrio Eustasio²,Gordaliza Paula²³,Loubes Jean-Michel¹⁴,Risser Laurent¹⁴^ORCID

Affiliation:

1. Institut de Mathématiques de Toulouse, INSA, Université Toulouse 3, CNRS, Toulouse, France

2. Instituto de Matemáticas de la Universidad de Valladolid, Dpto. de Estadistica e Investigacion Operativa, Universidad de Valladolid, Valladolid, Spain

3. Basque Center for Applied Mathematics, Bilbao, Spain

4. Artificial and Natural Intelligence Toulouse Institute (3IA ANITI), Toulouse, France

Funder

ANITI

Basque Government

Elkartek project 3KIA

Spanish Ministry of Science, Innovation, and Universities

Publisher

Informa UK Limited

Subject

Statistics, Probability and Uncertainty,General Mathematics,Statistics and Probability

Link

https://www.tandfonline.com/doi/pdf/10.1080/00031305.2021.1952897

Reference36 articles.

1. Angwin, J., Larson, J., Mattu, S., and Kirchner, L. (2016), “Machine Bias: There’s Software Used Across the Country to Predict Future Criminals and It’s Biased Against Blacks,” ProPublica, available at https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing

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

3. FlipTest

Cited by 17 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. Mathematical optimization modelling for group counterfactual explanations;European Journal of Operational Research;2024-12

2. Heptagonal Reinforcement Learning (HRL): a novel algorithm for early prevention of non-sinus cardiac arrhythmia;Journal of Ambient Intelligence and Humanized Computing;2024-03-25

3. Feedback Loops in Machine Learning: A Study on the Interplay of Continuous Updating and Human Discrimination;Journal of the Association for Information Systems;2024

4. Towards Risk-Free Trustworthy Artificial Intelligence: Significance and Requirements;International Journal of Intelligent Systems;2023-10-26

5. Validation of a Proprietary Deterioration Index Model and Performance in Hospitalized Adults;JAMA Network Open;2023-07-24