Bias analysis and mitigation in data-driven tools using provenance

Author:

Moskovitch Yuval1,Li Jinyang1,Jagadish H. V.1

Affiliation:

1. University of Michigan

Funder

NSF (National Science Foundation)

Publisher

ACM

Reference29 articles.

1. The algorithm that beats your bank manager. https://www.forbes.com/sites/parmyolson/2011/03/15/the-algorithm-that-beats-your-bank-manager/?sh=4fbafadc1ae9 , 2011 . The algorithm that beats your bank manager. https://www.forbes.com/sites/parmyolson/2011/03/15/the-algorithm-that-beats-your-bank-manager/?sh=4fbafadc1ae9, 2011.

2. Can an algorithm hire better than a human? https://www.nytimes.com/2015/06/26/upshot/can-an-algorithm-hire-better-than-a-human.html 2015. Can an algorithm hire better than a human? https://www.nytimes.com/2015/06/26/upshot/can-an-algorithm-hire-better-than-a-human.html 2015.

3. When algorithms give real students imaginary grades. https://www.nytimes.com/2020/09/08/opinion/international-baccalaureate-algorithm-grades.html , 2020 . When algorithms give real students imaginary grades. https://www.nytimes.com/2020/09/08/opinion/international-baccalaureate-algorithm-grades.html, 2020.

4. Julia Angwin , Jeff Larson , Surya Mattu , and Lauren Kirchner . Machine bias. ProPublica , May, 23(2016) , 2016 . Julia Angwin, Jeff Larson, Surya Mattu, and Lauren Kirchner. Machine bias. ProPublica, May, 23(2016), 2016.

5. Assessing and Remedying Coverage for a Given Dataset

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