Fairness Without Demographic Data: A Survey of Approaches

Author:

Ashurst Carolyn1ORCID,Weller Adrian2ORCID

Affiliation:

1. The Alan Turing Institute, United Kingdom

2. The Alan Turing Institute, United Kingdom and University of Cambridge, United Kingdom

Funder

EPSRC

Leverhulme Trust

Publisher

ACM

Reference151 articles.

1. Ada Lovelace Institute. 2021. Participatory Data Stewardship. https://www.adalovelaceinstitute.org/project/participatory-data-governance/ Ada Lovelace Institute. 2021. Participatory Data Stewardship. https://www.adalovelaceinstitute.org/project/participatory-data-governance/

2. Ashley Akbari , Fatemeh Torabi , Stuart Bedston , Emily Lowthian , Hoda Abbasizanjani , Richard Fry , Jane Lyons , Rhiannon  K Owen , Kamlesh Khunti , and Ronan  A Lyons . 2022. Developing a Research Ready Population-Scale Linked Data Ethnicity-Spine in Wales. medRxiv ( 2022 ), 2022–11. Ashley Akbari, Fatemeh Torabi, Stuart Bedston, Emily Lowthian, Hoda Abbasizanjani, Richard Fry, Jane Lyons, Rhiannon K Owen, Kamlesh Khunti, and Ronan A Lyons. 2022. Developing a Research Ready Population-Scale Linked Data Ethnicity-Spine in Wales. medRxiv (2022), 2022–11.

3. Predicting customer’s gender and age depending on mobile phone data

4. Daniel Alabi . 2019. The Cost Of a Reductions Approach To Private Fair Optimization. arXiv preprint arXiv:1906.09613 ( 2019 ). Daniel Alabi. 2019. The Cost Of a Reductions Approach To Private Fair Optimization. arXiv preprint arXiv:1906.09613 (2019).

5. AnnaMaria Andriotis and Rachel L. Ensign. 2015. U.S. Government Uses Race Test for $80 Million in Payments. https://www.wsj.com/articles/u-s-uses-race-test-to-decide-who-to-pay-in-ally-auto-loan-pact-1446111002 AnnaMaria Andriotis and Rachel L. Ensign. 2015. U.S. Government Uses Race Test for $80 Million in Payments. https://www.wsj.com/articles/u-s-uses-race-test-to-decide-who-to-pay-in-ally-auto-loan-pact-1446111002

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