Counterfactual Situation Testing: Uncovering Discrimination under Fairness given the Difference

Author:

Ruggieri Salvatore1ORCID,Alvarez Jose Manuel2ORCID

Affiliation:

1. Computer Science, University of Pisa, Italy

2. Scuola Normale Superiore, Italy and Computer Science, University of Pisa, Italy

Funder

European Commission

Publisher

ACM

Reference70 articles.

1. Jeffrey  S Adler . 2019. Murder in New Orleans: the creation of Jim Crow policing . University of Chicago Press. Jeffrey S Adler. 2019. Murder in New Orleans: the creation of Jim Crow policing. University of Chicago Press.

2. Aniya Aggarwal , Pranay Lohia , Seema Nagar , Kuntal Dey , and Diptikalyan Saha . 2018. Automated Test Generation to Detect Individual Discrimination in AI Models. CoRR abs/1809.03260 ( 2018 ). Aniya Aggarwal, Pranay Lohia, Seema Nagar, Kuntal Dey, and Diptikalyan Saha. 2018. Automated Test Generation to Detect Individual Discrimination in AI Models. CoRR abs/1809.03260 (2018).

3. Joshua  D Angrist and Jörn-Steffen Pischke . 2008. Mostly Harmless Econometrics . Princeton University Press . Joshua D Angrist and Jörn-Steffen Pischke. 2008. Mostly Harmless Econometrics. Princeton University Press.

4. Julia Angwin , Jef Larson , Surya Mattu , and Lauren Kirchner . 2016. Machine Bias. ProPublica ( 2016 ). Julia Angwin, Jef Larson, Surya Mattu, and Lauren Kirchner. 2016. Machine Bias. ProPublica (2016).

5. Machine Learning Methods That Economists Should Know About

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