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MiME: Multilevel Medical Embedding of Electronic Health Records for Predictive Healthcare


Oct 22, 2018
Edward Choi, Cao Xiao, Walter F. Stewart, Jimeng Sun

* Accepted at NIPS 2018 

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SUSTain: Scalable Unsupervised Scoring for Tensors and its Application to Phenotyping


Mar 14, 2018
Ioakeim Perros, Evangelos E. Papalexakis, Haesun Park, Richard Vuduc, Xiaowei Yan, Christopher Defilippi, Walter F. Stewart, Jimeng Sun


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Generating Multi-label Discrete Patient Records using Generative Adversarial Networks


Jan 11, 2018
Edward Choi, Siddharth Biswal, Bradley Malin, Jon Duke, Walter F. Stewart, Jimeng Sun

* Accepted at Machine Learning in Health Care (MLHC) 2017 

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Medical Concept Representation Learning from Electronic Health Records and its Application on Heart Failure Prediction


Jun 20, 2017
Edward Choi, Andy Schuetz, Walter F. Stewart, Jimeng Sun

* 45 pages 

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GRAM: Graph-based Attention Model for Healthcare Representation Learning


Apr 01, 2017
Edward Choi, Mohammad Taha Bahadori, Le Song, Walter F. Stewart, Jimeng Sun


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RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism


Feb 26, 2017
Edward Choi, Mohammad Taha Bahadori, Joshua A. Kulas, Andy Schuetz, Walter F. Stewart, Jimeng Sun

* Accepted at Neural Information Processing Systems (NIPS) 2016 

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Causal Regularization


Feb 23, 2017
Mohammad Taha Bahadori, Krzysztof Chalupka, Edward Choi, Robert Chen, Walter F. Stewart, Jimeng Sun

* Adding theoretical analysis, revising the text 

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Doctor AI: Predicting Clinical Events via Recurrent Neural Networks


Sep 28, 2016
Edward Choi, Mohammad Taha Bahadori, Andy Schuetz, Walter F. Stewart, Jimeng Sun

* Presented at 2016 Machine Learning and Healthcare Conference (MLHC 2016), Los Angeles, CA 

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