The Dataset Multiplicity Problem: How Unreliable Data Impacts Predictions

Author:

Meyer Anna P.1ORCID,Albarghouthi Aws1ORCID,D'Antoni Loris1ORCID

Affiliation:

1. Department of Computer Sciences, University of Wisconsin - Madison, USA

Funder

NSF (National Science Foundation)

Publisher

ACM

Reference71 articles.

1. Samuel Bell Onno Kampman Jesse Dodge and Neil D Lawrence. 2022. Modeling the Machine Learning Multiverse. In Advances in Neural Information Processing Systems Alice H. Oh Alekh Agarwal Danielle Belgrave and Kyunghyun Cho (Eds.). https://openreview.net/forum?id=8OH6t0YQGPJ Samuel Bell Onno Kampman Jesse Dodge and Neil D Lawrence. 2022. Modeling the Machine Learning Multiverse. In Advances in Neural Information Processing Systems Alice H. Oh Alekh Agarwal Danielle Belgrave and Kyunghyun Cho (Eds.). https://openreview.net/forum?id=8OH6t0YQGPJ

2. Robust Solutions of Optimization Problems Affected by Uncertain Probabilities

3. Battista Biggio , Blaine Nelson , and Pavel Laskov . 2012 . Poisoning Attacks against Support Vector Machines . In Proceedings of the 29th International Conference on Machine Learning ( Edinburgh, Scotland) (ICML’12). Omnipress, 1467–1474. Battista Biggio, Blaine Nelson, and Pavel Laskov. 2012. Poisoning Attacks against Support Vector Machines. In Proceedings of the 29th International Conference on Machine Learning (Edinburgh, Scotland) (ICML’12). Omnipress, 1467–1474.

4. Emily Black and Matt Fredrikson . 2021 . Leave-One-out Unfairness. In Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency ( Virtual Event, Canada) (FAccT ’21). Association for Computing Machinery, 285–295. https://doi.org/10.1145/3442188.3445894 10.1145/3442188.3445894 Emily Black and Matt Fredrikson. 2021. Leave-One-out Unfairness. In Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency (Virtual Event, Canada) (FAccT ’21). Association for Computing Machinery, 285–295. https://doi.org/10.1145/3442188.3445894

5. Emily Black , Klas Leino , and Matt Fredrikson . 2022 . Selective Ensembles for Consistent Predictions. In International Conference on Learning Representations. https://openreview.net/forum?id=HfUyCRBeQc Emily Black, Klas Leino, and Matt Fredrikson. 2022. Selective Ensembles for Consistent Predictions. In International Conference on Learning Representations. https://openreview.net/forum?id=HfUyCRBeQc

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