Assessing AI Fairness in Finance
McCalman, Lachlan, Daniel Steinberg, Grace Abuhamad, Marc-Etienne Brunet, Robert C Williamson, and Richard Zemel. 2022. “Assessing AI Fairness in Finance”. Computer 55 (1): 94-97.
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Information Processing Equalities and the Information-Risk Bridge
Williamson, Robert C, and Zac Cranko. 2024. “Information Processing Equalities and the Information-Risk Bridge”. Journal of Machine Learning Research.
Fairness and Randomness in Machine Learning: Statistical Independence and Relativization
Derr, Rabanus, and Robert C Williamson. 2022. “Fairness and Randomness in Machine Learning: Statistical Independence and Relativization”. ArXiv Preprint arXiv:2207.13596.
The Set Structure of Precision: Coherent Probabilities on Pre-Dynkin-Systems
Derr, Rabanus, and Robert C Williamson. 2023. “The Set Structure of Precision: Coherent Probabilities on Pre-Dynkin-Systems”. ArXiv arXiv:2302.03522.
Data Models With Two Manifestations of Imprecision
Frölich, Christian, and Robert C. Williamson. 2024. “Data Models With Two Manifestations of Imprecision”. ArXiv.
Systems of Precision: Coherent Probabilities on Pre-Dynkin Systems and Coherent Previsions on Linear Subspaces
Derr, Rabanus, and Robert C. Williamson. 2023. “Systems of Precision: Coherent Probabilities on Pre-Dynkin Systems and Coherent Previsions on Linear Subspaces”. Entropy 25 (9): 1283.
Geometry and Stability of Supervised Learning Problems
Mémoli, Facundo, Brantley Vose, and Robert C. Williamson. 2024. “Geometry and Stability of Supervised Learning Problems”. ArXiv.
What killed the Convex Booster?
Mansour, Yishay, Richard Nock, and Robert C Williamson. 2022. “What killed the Convex Booster?”. ArXiv Preprint arXiv:2205.09628.
Tailoring to the Tails: Risk Measures for Fine-Grained Tail Sensitivity
Fröhlich, Christian, and Robert C Williamson. 2023. “Tailoring to the Tails: Risk Measures for Fine-Grained Tail Sensitivity”. Transactions on Machine Learning Research.
Strictly Frequentist Imprecise Probability
Fröhlich, Christian, Rabanus Derr, and Robert C Williamson. Forthcoming. “Strictly Frequentist Imprecise Probability”. International Journal of Approximate Reasoning, Forthcoming.