Bias Quantification for Protected Features in Pattern Classification Problems

Author:

Koutsoviti Koumeri Lisa,Nápoles Gonzalo

Publisher

Springer International Publishing

Reference29 articles.

1. Kearns, M., Neel, S., Roth, A., Wu, Z.: Preventing fairness gerrymandering: auditing and learning for subgroup fairness. In: ICML (2018)

2. Kleinberg, J., Mullainathan, S., Raghavan, M.: Inherent trade-offs in the fair determination of risk scores. In: 8th Innovations in Theoretical Computer Science Conference, pp. 43:1–43:23 (2017)

3. Hardt, M., Price, E., Srebro, N.: Equality of opportunity in supervised learning. In: NIPS (2016)

4. Friedler, S.A., Scheidegger, C., Venkatasubramanian, S., Choudhary, S., Hamilton, E., Roth, D.: A comparative study of fairness-enhancing interventions in machine learning. In: Proceedings of the Conference on Fairness, Accountability, and Transparency (2019)

5. Corbett-Davies, S., Pierson, E., Feller, A., Goel, S., Huq, A.: Algorithmic decision making and the cost of fairness. In: Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (2017)

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