| 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 | 80* | 2024 |
| Fair data adaptation with quantile preservation D Plečko, N Meinshausen Journal of Machine Learning Research 21 (242), 1-44, 2020 | 41 | 2020 |
| 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 | 37* | 2023 |
| The obesity paradox and hypoglycemia in critically ill patients D Plečko, N Bennett, J Mårtensson, R Bellomo Critical Care 25, 1-15, 2021 | 28 | 2021 |
| fairadapt: Causal reasoning for fair data preprocessing D Plečko, N Bennett, N Meinshausen Journal of Statistical Software 110, 1-35, 2024 | 16 | 2024 |
| ricu: R’s interface to intensive care data N Bennett*, D Plečko*, IF Ukor, N Meinshausen, ... GigaScience 12, giad041, 2023 | 14 | 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 | 14 | 2022 |
| Causal fairness for outcome control D Plecko, E Bareinboim Advances in Neural Information Processing Systems 36, 47575-47597, 2023 | 8 | 2023 |
| Reconciling predictive and statistical parity: A causal approach D Plecko, E Bareinboim Proceedings of the AAAI Conference on Artificial Intelligence 38 (13), 14625 …, 2024 | 4 | 2024 |
| Fairness-Accuracy Trade-Offs: A Causal Perspective D Plecko, E Bareinboim arXiv preprint arXiv:2405.15443, 2024 | 2 | 2024 |
| Causal Fairness Analysis E Bareinboim, D Plecko ACM FAccT, 2021 | 2 | 2021 |
| Mind the Gap: A Causal Perspective on Bias Amplification in Prediction & Decision-Making D Plecko, E Bareinboim arXiv preprint arXiv:2405.15446, 2024 | 1 | 2024 |
| A causal framework for decomposing spurious variations D Plecko, E Bareinboim Advances in Neural Information Processing Systems 36, 2024 | 1 | 2024 |
| An Algorithmic Approach for Causal Health Equity: A Look at Race Differentials in Intensive Care Unit (ICU) Outcomes D Plecko, P Secombe, A Clarke, A Fiske, S Toby, D Duff, D Pilcher, ... arXiv preprint arXiv:2501.05197, 2025 | | 2025 |
| Counterfactual Identification Under Monotonicity Constraints A Maiti, D Plecko, E Bareinboim | | 2025 |
| Interaction Testing in Variation Analysis D Plecko arXiv preprint arXiv:2411.08861, 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 |
Elias BareinboimColumbia UniversityZweryfikowany adres z columbia.edu
