Multi-Target Multiplicity: Flexibility and Fairness in Target Specification under Resource Constraints

Author:

Watson-Daniels Jamelle1ORCID,Barocas Solon2ORCID,Hofman Jake M.2ORCID,Chouldechova Alexandra3ORCID

Affiliation:

1. Harvard University, USA

2. Microsoft Research, USA

3. Microsoft Resarch, USA

Funder

National Science Foundation

Ford Foundation

Publisher

ACM

Reference43 articles.

1. Junaid Ali , Preethi Lahoti , and Krishna P . Gummadi . 2021 . Accounting for Model Uncertainty in Algorithmic Discrimination. Vol. 1 . Association for Computing Machinery . 336–345 pages. https://doi.org/10.1145/3461702.3462630 10.1145/3461702.3462630 Junaid Ali, Preethi Lahoti, and Krishna P. Gummadi. 2021. Accounting for Model Uncertainty in Algorithmic Discrimination. Vol. 1. Association for Computing Machinery. 336–345 pages. https://doi.org/10.1145/3461702.3462630

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

3. Emily Black , Hadi Elzayn , Alexandra Chouldechova , Jacob Goldin , and Daniel Ho . 2022 . Algorithmic fairness and vertical equity: Income fairness with IRS tax audit models . In 2022 ACM Conference on Fairness, Accountability, and Transparency. 1479–1503 . Emily Black, Hadi Elzayn, Alexandra Chouldechova, Jacob Goldin, and Daniel Ho. 2022. Algorithmic fairness and vertical equity: Income fairness with IRS tax audit models. In 2022 ACM Conference on Fairness, Accountability, and Transparency. 1479–1503.

4. Emily Black and Matt Fredrikson. 2021. Leave-one-out Unfairness. (2021). Emily Black and Matt Fredrikson. 2021. Leave-one-out Unfairness. (2021).

5. Model Multiplicity: Opportunities, Concerns, and Solutions

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