The Misuse of AUC: What High Impact Risk Assessment Gets Wrong

Author:

Kwegyir-Aggrey Kweku1ORCID,Gerchick Marissa2ORCID,Mohan Malika2ORCID,Horowitz Aaron2ORCID,Venkatasubramanian Suresh1ORCID

Affiliation:

1. Brown University, USA

2. American Civil Liberties Union, USA

Publisher

ACM

Reference95 articles.

1. Calculating the Souls of Black Folk

2. Rediet Abebe , Solon Barocas , Jon Kleinberg , Karen Levy , Manish Raghavan , and David G. Robinson . 2020. Roles for Computing in Social Change . In Proceedings of the 2020 Conference on Fairness, Accountability, and Transparency ( Barcelona, Spain) (FAT* ’20). Association for Computing Machinery, New York, NY, USA, 252–260. https://doi.org/10.1145/3351095.3372871 10.1145/3351095.3372871 Rediet Abebe, Solon Barocas, Jon Kleinberg, Karen Levy, Manish Raghavan, and David G. Robinson. 2020. Roles for Computing in Social Change. In Proceedings of the 2020 Conference on Fairness, Accountability, and Transparency (Barcelona, Spain) (FAT* ’20). Association for Computing Machinery, New York, NY, USA, 252–260. https://doi.org/10.1145/3351095.3372871

3. Comparing classifiers when the misallocation costs are uncertain;Adams N M;Pattern Recognit.,1999

4. American Civil Liberties Union , Center on Race, Inequality, and the Law at NYU Law, The Justice Roundtable , The Leadership Conference Education Fund, The Leadership Conference on Civil and Human Rights, Media Mobilizing Project, Upturn. 2019 . Comment Letter to Department of Justice on PATTERN First Step Act. https://civilrights.org/resource/comment-letter-to-department-of-justice-on-pattern-first-step-act/. American Civil Liberties Union, Center on Race, Inequality, and the Law at NYU Law, The Justice Roundtable, The Leadership Conference Education Fund, The Leadership Conference on Civil and Human Rights, Media Mobilizing Project, Upturn. 2019. Comment Letter to Department of Justice on PATTERN First Step Act. https://civilrights.org/resource/comment-letter-to-department-of-justice-on-pattern-first-step-act/.

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

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