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Charles Jones
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Algorithmic encoding of protected characteristics in chest X-ray disease detection models
B Glocker, C Jones, M Bernhardt, S Winzeck
eBioMedicine 89, 2023
72*2023
Potential sources of dataset bias complicate investigation of underdiagnosis by machine learning algorithms
M Bernhardt*, C Jones*, B Glocker*
Nature Medicine, 1-2, 2022
57*2022
Risk of Bias in Chest Radiography Deep Learning Foundation Models
B Glocker, C Jones, M Roschewitz, S Winzeck
Radiology: Artificial Intelligence, e230060, 2023
46*2023
A causal perspective on dataset bias in machine learning for medical imaging
C Jones, DC Castro, F De Sousa Ribeiro, O Oktay, M McCradden, ...
Nature Machine Intelligence, 1-9, 2024
26*2024
The Role of Subgroup Separability in Group-Fair Medical Image Classification
C Jones, M Roschewitz, B Glocker
International Conference on Medical Image Computing and Computer-Assisted …, 2023
92023
Structured Uncertainty in the Observation Space of Variational Autoencoders
J Langley, M Monteiro, C Jones, N Pawlowski, B Glocker
Transactions on Machine Learning Research, 2022
22022
Automatic dataset shift identification to support root cause analysis of AI performance drift
M Roschewitz, R Mehta, C Jones, B Glocker
arXiv preprint arXiv:2411.07940, 2024
12024
Mitigating attribute amplification in counterfactual image generation
T Xia, M Roschewitz, F De Sousa Ribeiro, C Jones, B Glocker
International Conference on Medical Image Computing and Computer-Assisted …, 2024
12024
Rethinking Fair Representation Learning for Performance-Sensitive Tasks
C Jones, FS Ribeiro, M Roschewitz, DC Castro, B Glocker
International Conference on Learning Representations (ICLR 2025), 2024
2024
Synthia's Melody: A Benchmark Framework for Unsupervised Domain Adaptation in Audio
CH Lin, C Jones, BW Schuller, H Coppock, A Akman
ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and …, 2024
2024
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