Fair prediction with disparate impact: A study of bias in recidivism prediction instruments A Chouldechova Big data 5 (2), 153-163, 2017 | 2291 | 2017 |
The frontiers of fairness in machine learning A Chouldechova, A Roth arXiv preprint arXiv:1810.08810, 2018 | 452 | 2018 |
Bias in bios: A case study of semantic representation bias in a high-stakes setting M De-Arteaga, A Romanov, H Wallach, J Chayes, C Borgs, ... proceedings of the Conference on Fairness, Accountability, and Transparency …, 2019 | 421 | 2019 |
A case study of algorithm-assisted decision making in child maltreatment hotline screening decisions A Chouldechova, D Benavides-Prado, O Fialko, R Vaithianathan Conference on Fairness, Accountability and Transparency, 134-148, 2018 | 390 | 2018 |
A snapshot of the frontiers of fairness in machine learning A Chouldechova, A Roth Communications of the ACM 63 (5), 82-89, 2020 | 361 | 2020 |
Does mitigating ML's impact disparity require treatment disparity? Z Lipton, J McAuley, A Chouldechova Advances in neural information processing systems 31, 2018 | 243 | 2018 |
Toward algorithmic accountability in public services: A qualitative study of affected community perspectives on algorithmic decision-making in child welfare services A Brown, A Chouldechova, E Putnam-Hornstein, A Tobin, ... Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems …, 2019 | 229 | 2019 |
A case for humans-in-the-loop: Decisions in the presence of erroneous algorithmic scores M De-Arteaga, R Fogliato, A Chouldechova Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems …, 2020 | 200 | 2020 |
Sequential selection procedures and false discovery rate control MG G'Sell, S Wager, A Chouldechova, R Tibshirani Journal of the Royal Statistical Society Series B: Statistical Methodology …, 2016 | 166 | 2016 |
Counterfactual risk assessments, evaluation, and fairness A Coston, A Mishler, EH Kennedy, A Chouldechova Proceedings of the 2020 conference on fairness, accountability, and …, 2020 | 128 | 2020 |
Generalized additive model selection A Chouldechova, T Hastie arXiv preprint arXiv:1506.03850, 2015 | 111 | 2015 |
What's in a name? Reducing bias in bios without access to protected attributes A Romanov, M De-Arteaga, H Wallach, J Chayes, C Borgs, ... arXiv preprint arXiv:1904.05233, 2019 | 80 | 2019 |
Leveraging administrative data for bias audits: Assessing disparate coverage with mobility data for COVID-19 policy A Coston, N Guha, D Ouyang, L Lu, A Chouldechova, DE Ho Proceedings of the 2021 ACM Conference on Fairness, Accountability, and …, 2021 | 78 | 2021 |
Early stem cell engraftment predicts late cardiac functional recovery: preclinical insights from molecular imaging J Liu, KH Narsinh, F Lan, L Wang, PK Nguyen, S Hu, A Lee, L Han, ... Circulation: Cardiovascular Imaging 5 (4), 481-490, 2012 | 77 | 2012 |
Fairness in risk assessment instruments: Post-processing to achieve counterfactual equalized odds A Mishler, EH Kennedy, A Chouldechova Proceedings of the 2021 ACM Conference on Fairness, Accountability, and …, 2021 | 74 | 2021 |
Characterizing fairness over the set of good models under selective labels A Coston, A Rambachan, A Chouldechova International Conference on Machine Learning, 2144-2155, 2021 | 73 | 2021 |
Fairer and more accurate, but for whom? A Chouldechova, M G'Sell arXiv preprint arXiv:1707.00046, 2017 | 71 | 2017 |
Fairness evaluation in presence of biased noisy labels R Fogliato, A Chouldechova, M G’Sell International conference on artificial intelligence and statistics, 2325-2336, 2020 | 69 | 2020 |
Soliciting stakeholders’ fairness notions in child maltreatment predictive systems HF Cheng, L Stapleton, R Wang, P Bullock, A Chouldechova, ZSS Wu, ... Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems …, 2021 | 62 | 2021 |
Imagining new futures beyond predictive systems in child welfare: A qualitative study with impacted stakeholders L Stapleton, MH Lee, D Qing, M Wright, A Chouldechova, K Holstein, ... Proceedings of the 2022 ACM Conference on Fairness, Accountability, and …, 2022 | 48 | 2022 |