Browsing Universitätsbibliographie by Author "Williamson, Robert C."

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A General Framework for Learning under Corruption: Label Noise, Attribute Noise, and Beyond

Williamson, Robert C.; Lu, Nan; Iacovissi, Laura (2023)
An Axiomatic Approach to Loss Aggregation and an Adapted Aggregating Algorithm

Williamson, Robert C.; Derr, Rabanus; Cabrera Pacheco, Armando J. (2024)
Assessing Al Fairness in Finance

McCalman, Lachlan; Steinberg, Daniel; Abuhamad, Grace; Brunet, Marc-Etienne; Williamson, Robert C.; Zemel, Richard (2022)
Causal modelling without introducing counterfactuals or abstract distributions

Höltgen, Benedikt; Williamson, Robert C. (2024)
Data Models With Two Manifestations of Imprecision

Williamson, Robert C.; Fröhlich, Christian (2024)
Decision making, symmetry and structure: Justifying causal interventions

Johnston, David O.; Ong, Cheng Soon; Williamson, Robert C. (2025)
Fairness and Randomness in Machine Learning: Statistical Independence and Relativization

Williamson, Robert C.; Derr, Rabanus (2022)
Five reasons against assuming a data-generating distribution in Machine Learning

Höltgen, Benedikt; Williamson, Robert C. (2024)
Geometry and Stability of Supervised Learning Problems

Williamson, Robert C.; Vose, Brantley; Mémoli, Facundo (2024)
Information Processing Equalities and the Information-Risk Bridge

Williamson, Robert C.; Cranko, Zac (2022)
Insights From Insurance for Fair Machine Learning

Williamson, Robert C.; Fröhlich, Christian (2024)
On the Richness of Calibration

Williamson, Robert C.; Höltgen, Benedikt (2023)
Random Classification Noise does not defeat All Convex Potential Boosters Irrespective of Model Choice

Williamson, Robert C.; Nock, Richard; Mansour, Mishay (2023)
RGB-2-Hyper-Spectral Image Reconstruction for Food Science Using Encoder/Decoder Neural Architectures

Williamson, Robert C.; Del Rincon, Jesus Martinez; Koidis, Anastasios; Reaño, Carlos (2023)
Risk Measures and Upper Probabilities: Coherence and Stratification

Williamson, Robert C.; Fröhlich, Christian (2022)
Scoring Rules and Calibration for Imprecise Probabilities

Fröhlich, Christian; Williamson, Robert C. (2024)
Strictly frequentist imprecise probability

Williamson, Robert C.; Fröhlich, Christian; Derr, Rabanus (2024)
Systems of Precision: Coherent Probabilities on Pre-Dynkin Systems and Coherent Previsions on Linear Subspaces

Derr, Rabanus; Williamson, Robert C. (2023)
Tailoring to the Tails: Risk Measures for Fine-Grained Tail Sensitivity

Williamson, Robert C.; Fröhlich, Christian (2023)
The Geometry and Calculus of Losses

Williamson, Robert C.; Cranko, Zac (2023)

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