Causal Fairness Analysis: A Causal Toolkit for Fair Machine Learning D Plečko, E Bareinboim Foundations and Trends® in Machine Learning 17 (3), 304-589, 2024 | 45* | 2024 |
Fair data adaptation with quantile preservation D Plečko, N Meinshausen Journal of Machine Learning Research 21 (242), 1-44, 2020 | 28 | 2020 |
The obesity paradox and hypoglycemia in critically ill patients D Plečko, N Bennett, J Mårtensson, R Bellomo Critical Care 25, 1-15, 2021 | 25 | 2021 |
Predicting sepsis using deep learning across international sites: a retrospective development and validation study M Moor, N Bennett, D Plečko, M Horn, B Rieck, N Meinshausen, ... EClinicalMedicine 62, 2023 | 12* | 2023 |
Rapid Evaluation of Coronavirus Illness Severity (RECOILS) in intensive care: Development and validation of a prognostic tool for in‐hospital mortality D Plečko, N Bennett, J Mårtensson, TA Dam, R Entjes, TCD Rettig, ... Acta Anaesthesiologica Scandinavica 66 (1), 65-75, 2022 | 12 | 2022 |
fairadapt: Causal reasoning for fair data pre-processing D Plečko, N Bennett, N Meinshausen arXiv preprint arXiv:2110.10200, 2021 | 10 | 2021 |
ricu: R’s interface to intensive care data N Bennett*, D Plečko*, IF Ukor, N Meinshausen, ... GigaScience 12, giad041, 2023 | 6 | 2023 |
Causal Fairness for Outcome Control D Plecko, E Bareinboim Advances in Neural Information Processing Systems 36, 2024 | 3 | 2024 |
Reconciling predictive and statistical parity: A causal approach D Plecko, E Bareinboim Proceedings of the AAAI Conference on Artificial Intelligence 38 (13), 14625 …, 2024 | 2 | 2024 |
Causal Fairness Analysis E Bareinboim, J Zhang, D Plecko ACM FAccT, 2021 | 2 | 2021 |
A Causal Framework for Decomposing Spurious Variations D Plecko, E Bareinboim Advances in Neural Information Processing Systems 36, 2024 | | 2024 |
Fair Clustering: A Causal Perspective F Bayer, D Plecko, N Beerenwinkel, J Kuipers arXiv preprint arXiv:2312.09061, 2023 | | 2023 |
From Statistical to Causal Inference in Fair Machine Learning and Intensive Care Medicine D Plecko ETH Zurich, 2022 | | 2022 |