Is calibration a fairness requirement?

Author:

Loi Michele1,Heitz Christoph2

Affiliation:

1. Department of Mathematics, Politecnico di Milano, Italy

2. Institute of Data Analysis and Process, Zurich University of Applied Sciences, Switzerland

Funder

European Union?s Horizon 2020 research and innovation programme under the Marie Sklodowska-Curie grant agreement

National Research Programme ?Digital Transformation? (NRP 77) of the Swiss National Science Foundation (SNSF)

Publisher

ACM

Reference24 articles.

1. Larry Alexander . 1992. What Makes Wrongful Discrimination Wrong Biases , Preferences, Stereotypes, and Proxies. U. Pa. L. Rev. 141 , ( 1992 ), 149. Larry Alexander. 1992. What Makes Wrongful Discrimination Wrong Biases, Preferences, Stereotypes, and Proxies. U. Pa. L. Rev. 141, (1992), 149.

2. Julia Angwin and Jeff Larson . 2016 . Machine Bias . ProPublica. Retrieved March 14, 2018 from https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing Julia Angwin and Jeff Larson. 2016. Machine Bias. ProPublica. Retrieved March 14, 2018 from https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing

3. Solon Barocas Moritz Hardt and Arvind Narayanan. Incomplete work in progress. Fairness in Machine Learning: Limitations and Opportunities. Retrieved from https://fairmlbook.org Solon Barocas Moritz Hardt and Arvind Narayanan. Incomplete work in progress. Fairness in Machine Learning: Limitations and Opportunities. Retrieved from https://fairmlbook.org

4. Gary S. Becker . 1957. The Economics of Discrimination . University of Chicago Press , Chicago. Gary S. Becker. 1957. The Economics of Discrimination. University of Chicago Press, Chicago.

5. Richard Berk , Hoda Heidari , Shahin Jabbari , Michael Kearns , and Aaron Roth . 2018. Fairness in Criminal Justice Risk Assessments: The State of the Art. Sociological Methods & Research (July 2018 ), 0049124118782533. DOI:https://doi.org/10.1177/0049124118782533 10.1177/0049124118782533 Richard Berk, Hoda Heidari, Shahin Jabbari, Michael Kearns, and Aaron Roth. 2018. Fairness in Criminal Justice Risk Assessments: The State of the Art. Sociological Methods & Research (July 2018), 0049124118782533. DOI:https://doi.org/10.1177/0049124118782533

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