108 citations · 199 across the 5 of their papers we have counts for
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cs.LG2021
Algorithmic encoding of protected characteristics in image-based models for disease detection
Ben Glocker, Charles Jones, Melanie Bernhardt +1
It has been rightfully emphasized that the use of AI for clinical decision making could amplify health disparities. An algorithm may encode protected characteristics, and then use…
cs.CV2021★ 108 cited
Active label cleaning for improved dataset quality under resource constraints
Melanie Bernhardt, Daniel C. Castro, Ryutaro Tanno +9
Imperfections in data annotation, known as label noise, are detrimental to the training of machine learning models and have an often-overlooked confounding effect on the assessment…