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A comparison of approaches to improve worst-case predictive model performance over patient subpopulations


Aug 27, 2021
Stephen R. Pfohl, Haoran Zhang, Yizhe Xu, Agata Foryciarz, Marzyeh Ghassemi, Nigam H. Shah


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An Empirical Characterization of Fair Machine Learning For Clinical Risk Prediction


Jul 20, 2020
Stephen R. Pfohl, Agata Foryciarz, Nigam H. Shah


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Language Models Are An Effective Patient Representation Learning Technique For Electronic Health Record Data


Jan 06, 2020
Ethan Steinberg, Ken Jung, Jason A. Fries, Conor K. Corbin, Stephen R. Pfohl, Nigam H. Shah


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Federated and Differentially Private Learning for Electronic Health Records


Nov 13, 2019
Stephen R. Pfohl, Andrew M. Dai, Katherine Heller

* Machine Learning for Health (ML4H) at NeurIPS 2019 - Extended Abstract 

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