No Fair Lunch: A Causal Perspective on Dataset Bias in Machine Learning for Medical Imaging

C Jones, DC Castro, FDS Ribeiro, O Oktay… - arXiv preprint arXiv …, 2023 - arxiv.org
As machine learning methods gain prominence within clinical decision-making, addressing
fairness concerns becomes increasingly urgent. Despite considerable work dedicated to …

No Fair Lunch: A Causal Perspective on Dataset Bias in Machine Learning for Medical Imaging

C Jones, DC Castro, F De Sousa Ribeiro… - arXiv e …, 2023 - ui.adsabs.harvard.edu
As machine learning methods gain prominence within clinical decision-making, addressing
fairness concerns becomes increasingly urgent. Despite considerable work dedicated to …