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Readings

Background in Ethics and Equity

A Theory of Justice by Rawls, J. 1971. Chapter 1: Justice as Fairness, pp. 1-19. Available Online

Characterizing Biases and Inequities

Computer Science/ML Papers

  • Does Mitigating ML’s Impact Disparity Require Treatment Disparity? by Lipton, Z, McAuley, J, and Chouldechova, A. NIPS 2018. Available Online
  • Equality of Opportunity in Supervised Learning by Hardt, M. and Price, E. NIPS 2016. Available Online
  • Classification with fairness constraints: A meta-algorithm with provable guarantees by Celis, E, Huang, L, et al. FAT* 2019. Available Online
  • Fairness Through Awareness by Dwork, C, Hardt, M, et al. ITCS 2012. Available Online
  • Fairness Constraints: Mechanisms for Fair Classification Zafar, M, Valera I, et al. PMLR 2017 Available Online
  • Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments by Chouldechova, A. Big Data. 2017. Available Online

ML Case Studies

  • A case study of algorithm-assisted decision making in child maltreatment hotline screening decisions by Chouldechova, A, Putnam-Hornstein, E, et al. PMLR. 2018. Available Online
  • Predictive Fairness to Reduce Misdemeanor Recidivism Through Social Service Interventions. K. Rodolfa; E. Salomon; L. Haynes; I. Mendieta; J. Larson; R. Ghani. Proceedings of the ACM Conference on Fairness, Accountability, and Transparency (ACM FAT) 2020. Available Online
  • Hannak, Soeller, Lazer, Mislove, and Wilson, “Measuring Price Discrimination and Steering on E-commerce Web Sites”

Social Science Papers

  • Pager and Shepherd, “The Sociology of Discrimination: Racial Discrimination in Employment, Housing, Credit, and Consumer Markets”
  • Goodman, “Economic Models of (Algorithmic) Discrimination”

Law Papers

Racial Equity in Algorithmic Criminal Justice by Huq, A. Duke Law Journal. 2018. Available Online [Focus on sections: I.B.2, all of section II, III introduction, III.B, and III.D.3] Is Algorithmic Affirmative Action Legal? by Bent, JR. Georgetown Law Journal. 2019. Available Online Equality of Opportunity by Roemer, JE and Trannoy, A. 2013. Available Online

To be categorized

  • Buolamwini, “Algorithms Aren’t Racist. Your Skin Is just too Dark”
  • Hassein, “Against Black Inclusion in Facial Recognition”
  • Agüera y Arcas, Mitchell, and Todorov, “Physiognomy’s New Clothes”