20 citations · 22 across the 4 of their papers we have counts for
Showing 2020Show all
3 papers · 1 filter
stat.AP2020★ 2 cited
Assessing racial inequality in COVID-19 testing with Bayesian threshold tests
Emma Pierson
There are racial disparities in the COVID-19 test positivity rate, suggesting that minorities may be under-tested. Here, drawing on the literature on statistically assessing racial…
cs.CY2020
Ethical Machine Learning in Health Care
Irene Y. Chen, Emma Pierson, Sherri Rose +3
The use of machine learning (ML) in health care raises numerous ethical concerns, especially as models can amplify existing health inequities. Here, we outline ethical consideratio…
cs.LG2020
Concept Bottleneck Models
Pang Wei Koh, Thao Nguyen, Yew Siang Tang +4
We seek to learn models that we can interact with using high-level concepts: if the model did not think there was a bone spur in the x-ray, would it still predict severe arthritis?…