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Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments.

. Big Data, 5 (2): 153--163 (2017)

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Unsupervised and Semi-supervised Bias Benchmarking in Face Recognition., , , , and . ECCV (13), volume 13673 of Lecture Notes in Computer Science, page 289-306. Springer, (2022)Multi-Target Multiplicity: Flexibility and Fairness in Target Specification under Resource Constraints., , , and . FAccT, page 297-311. ACM, (2023)Examining risks of racial biases in NLP tools for child protective services., , , , , , and . FAccT, page 1479-1492. ACM, (2023)The effect of differential victim crime reporting on predictive policing systems., , and . FAccT, page 838-849. ACM, (2021)Bias in Bios: A Case Study of Semantic Representation Bias in a High-Stakes Setting., , , , , , , , and . FAT, page 120-128. ACM, (2019)What's in a Name? Reducing Bias in Bios without Access to Protected Attributes., , , , , , , , , and . NAACL-HLT (1), page 4187-4195. Association for Computational Linguistics, (2019)Using a Machine Learning Tool to Support High-Stakes Decisions in Child Protection., , , , and . AI Mag., 42 (1): 53-60 (2021)Soliciting Stakeholders' Fairness Notions in Child Maltreatment Predictive Systems., , , , , , and . CHI, page 390:1-390:17. ACM, (2021)A structured regression approach for evaluating model performance across intersectional subgroups., , , and . FAccT, page 313-325. ACM, (2024)The Frontiers of Fairness in Machine Learning., and . CoRR, (2018)