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Evaluating Progress on Machine Learning for Longitudinal Electronic Healthcare Data


Oct 02, 2020
David Bellamy, Leo Celi, Andrew L. Beam


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Regional Tree Regularization for Interpretability in Black Box Models


Aug 13, 2019
Mike Wu, Sonali Parbhoo, Michael Hughes, Ryan Kindle, Leo Celi, Maurizio Zazzi, Volker Roth, Finale Doshi-Velez


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Predicting Blood Pressure Response to Fluid Bolus Therapy Using Attention-Based Neural Networks for Clinical Interpretability


Dec 03, 2018
Uma M. Girkar, Ryo Uchimido, Li-wei H. Lehman, Peter Szolovits, Leo Celi, Wei-Hung Weng

* Machine Learning for Health (ML4H) Workshop at NeurIPS 2018 arXiv:1811.07216 

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Improved survival of cancer patients admitted to the ICU between 2002 and 2011 at a U.S. teaching hospital


Aug 06, 2018
Chris Sauer, Jinghui Dong, Leo Celi, Daniele Ramazzotti


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Deep Reinforcement Learning for Sepsis Treatment


Nov 27, 2017
Aniruddh Raghu, Matthieu Komorowski, Imran Ahmed, Leo Celi, Peter Szolovits, Marzyeh Ghassemi

* Extensions on earlier work (arXiv:1705.08422). Accepted at workshop on Machine Learning For Health at the conference on Neural Information Processing Systems, 2017 

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