Data augmentation for fairness-aware machine learning: Preventing algorithmic bias in law enforcement systems

Ioannis Pastaltzidis, Nikolaos Dimitriou, Katherine Quezada-Tavarez, Stergios Aidinlis, Thomas Marquenie, Agata Gurzawska, Dimitrios Tzovaras. Data augmentation for fairness-aware machine learning: Preventing algorithmic bias in law enforcement systems. In FAccT '22: 2022 ACM Conference on Fairness, Accountability, and Transparency, Seoul, Republic of Korea, June 21 - 24, 2022. pages 2302-2314, ACM, 2022. [doi]

Authors

Ioannis Pastaltzidis

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Nikolaos Dimitriou

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Katherine Quezada-Tavarez

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Stergios Aidinlis

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Thomas Marquenie

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Agata Gurzawska

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Dimitrios Tzovaras

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