Relations of brain volumes with cognitive function in males 45 years and older with past lead exposure. - Brian S. Schwartz; Sining Chen; Brian Caffo; Walter F. Stewart; Karen I. Bolla; David M. Yousem; Christos Davatzikos (NeuroImage, 2007)

Viewpoint Paper: EHR Safety: The Way Forward to Safe and Effective Systems. - James M. Walker; Pascale Carayon; Nancy G. Leveson; Ronald A. Paulus; John Tooker; Homer L. Chin; Albert Bothe Jr.; Walter F. Stewart (J. Am. Medical Informatics Assoc., 2008)

Combining Knowledge and Data Driven Insights for Identifying Risk Factors using Electronic Health Records. - Jimeng Sun 001; Jianying Hu; Dijun Luo; Marianthi Markatou; Fei Wang 001; Shahram Ebadollahi; Zahra Daar; Walter F. Stewart (AMIA, 2012)

Beyond the threshold: real-time use of evidence in practice. - James B. Jones; Walter F. Stewart; Jonathan D. Darer; Dean F. Sittig (BMC Medical Informatics Decis. Mak., 2013)

Automatic identification of heart failure diagnostic criteria, using text analysis of clinical notes from electronic health records. - Roy J. Byrd; Steven R. Steinhubl; Jimeng Sun 001; Shahram Ebadollahi; Walter F. Stewart (Int. J. Medical Informatics, 2014)

Limestone: High-throughput candidate phenotype generation via tensor factorization. - Joyce C. Ho; Joydeep Ghosh; Steven R. Steinhubl; Walter F. Stewart; Joshua C. Denny; Bradley A. Malin; Jimeng Sun 001 (J. Biomed. Informatics, 2014)

PARAMO: A PARAllel predictive MOdeling platform for healthcare analytic research using electronic health records. - Kenney Ng; Amol Ghoting; Steven R. Steinhubl; Walter F. Stewart; Bradley A. Malin; Jimeng Sun 001 (J. Biomed. Informatics, 2014)

Clinical Utility of Machine Learning and Longitudinal EHR Data. - Walter F. Stewart; Jason Roy; Jimeng Sun 001; Shahram Ebadollahi (Machine Learning in Healthcare Informatics, 2014)

Electronic Health Record Audit Logs: An Alternative Approach to Workflow Analysis. - Annemarie Hirsch; Virginia R. Lerch; Walter F. Stewart; James B. Jones (AMIA, 2015)

Early Detection of Heart Failure using Data Driven Modeling Approaches on Electronic Health Records: How far can one go without Domain Knowledge? - Kenney Ng; Yajuan Wang; Jianying Hu; Walter F. Stewart; Steven R. Steinhubl; Christopher deFilippi (AMIA, 2015)

Early detection of heart failure with varying prediction windows by structured and unstructured data in electronic health records. - Yajuan Wang; Kenney Ng; Roy J. Byrd; Jianying Hu; Shahram Ebadollahi; Zahra Daar; Christopher deFilippi; Steven R. Steinhubl; Walter F. Stewart (EMBC, 2015)

Characterizing Physicians Practice Phenotype from Unstructured Electronic Health Records. - Sanjoy Dey; Yajuan Wang; Roy J. Byrd; Kenney Ng; Steven R. Steinhubl; Christopher deFilippi; Walter F. Stewart (AMIA, 2016)

Data Driven Modeling of Electronic Health Record Data to Detect Pre-Diagnostic Heart Failure Subtypes in Primary Care. - Kenney Ng; Walter F. Stewart; Christopher deFilippi; Steven R. Steinhubl (CRI, 2016)

Doctor AI: Predicting Clinical Events via Recurrent Neural Networks. - Edward Choi; Mohammad Taha Bahadori; Andy Schuetz; Walter F. Stewart; Jimeng Sun 001 (MLHC, 2016)

RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism. - Edward Choi; Mohammad Taha Bahadori; Jimeng Sun 001; Joshua Kulas; Andy Schuetz; Walter F. Stewart (NIPS, 2016)

RETAIN: Interpretable Predictive Model in Healthcare using Reverse Time Attention Mechanism. - Edward Choi; Mohammad Taha Bahadori; Andy Schuetz; Walter F. Stewart; Jimeng Sun 001 (CoRR, 2016)

Medical Concept Representation Learning from Electronic Health Records and its Application on Heart Failure Prediction. - Edward Choi; Andy Schuetz; Walter F. Stewart; Jimeng Sun 001 (CoRR, 2016)

GRAM: Graph-based Attention Model for Healthcare Representation Learning. - Edward Choi; Mohammad Taha Bahadori; Le Song; Walter F. Stewart; Jimeng Sun 001 (KDD, 2017)

LEAP: Learning to Prescribe Effective and Safe Treatment Combinations for Multimorbidity. - Yutao Zhang; Robert Chen 001; Jie Tang 001; Walter F. Stewart; Jimeng Sun 001 (KDD, 2017)

Generating Multi-label Discrete Patient Records using Generative Adversarial Networks. - Edward Choi; Siddharth Biswal; Bradley A. Malin; Jon Duke; Walter F. Stewart; Jimeng Sun 001 (MLHC, 2017)

Causal Regularization. - Mohammad Taha Bahadori; Krzysztof Chalupka; Edward Choi; Robert Chen 001; Walter F. Stewart; Jimeng Sun 001 (CoRR, 2017)

Generating Multi-label Discrete Electronic Health Records using Generative Adversarial Networks. - Edward Choi; Siddharth Biswal; Bradley A. Malin; Jon Duke; Walter F. Stewart; Jimeng Sun 001 (CoRR, 2017)

Using recurrent neural network models for early detection of heart failure onset. - Edward Choi; Andy Schuetz; Walter F. Stewart; Jimeng Sun 001 (J. Am. Medical Informatics Assoc., 2017)

The electronic health record audit file: the patient is waiting. - Annemarie Hirsch; James B. Jones; Virginia R. Lerch; Xiaoqin Tang; Andrea Berger; Deserae Clarke; Walter F. Stewart (J. Am. Medical Informatics Assoc., 2017)

SUSTain: Scalable Unsupervised Scoring for Tensors and its Application to Phenotyping. - Ioakeim Perros; Evangelos E. Papalexakis; Haesun Park; Richard W. Vuduc; Xiaowei Yan; Christopher deFilippi; Walter F. Stewart; Jimeng Sun 001 (KDD, 2018)

MiME: Multilevel Medical Embedding of Electronic Health Records for Predictive Healthcare. - Edward Choi; Cao Xiao; Walter F. Stewart; Jimeng Sun 001 (NeurIPS, 2018)

Clustervision: Visual Supervision of Unsupervised Clustering. - Bum Chul Kwon; Ben Eysenbach; Janu Verma; Kenney Ng; Christopher deFilippi; Walter F. Stewart; Adam Perer (IEEE Trans. Vis. Comput. Graph., 2018)

Longitudinal Adversarial Attack on Electronic Health Records Data. - Sungtae An; Cao Xiao; Walter F. Stewart; Jimeng Sun 001 (WWW, 2019)

Predicting need for advanced illness or palliative care in a primary care population using electronic health record data. - Kenneth Jung; Sylvia E. K. Sudat; Nicole Kwon; Walter F. Stewart; Nigam H. Shah (J. Biomed. Informatics, 2019)

TASTE: temporal and static tensor factorization for phenotyping electronic health records. - Ardavan Afshar; Ioakeim Perros; Haesun Park; Christopher deFilippi; Xiaowei Yan; Walter F. Stewart; Joyce C. Ho; Jimeng Sun 001 (CHIL, 2020)

EVA: Generating Longitudinal Electronic Health Records Using Conditional Variational Autoencoders. - Siddharth Biswal; Soumya Ghosh; Jon Duke; Bradley A. Malin; Walter F. Stewart; Jimeng Sun 001 (CoRR, 2020)

Using the PARAFAC2 tensor factorization on EHR audit data to understand PCP desktop work. - Ioakeim Perros; Xiaowei Yan; James B. Jones; Jimeng Sun 001; Walter F. Stewart (J. Biomed. Informatics, 2020)

EVA: Generating Longitudinal Electronic Health Records Using Conditional Variational Autoencoders. - Siddharth Biswal; Soumya Ghosh; Jon Duke; Bradley A. Malin; Walter F. Stewart; Cao Xiao; Jimeng Sun 001 (MLHC, 2021)

Imputation of missing values for electronic health record laboratory data. - Jiang Li; Xiaowei S. Yan; Durgesh Chaudhary; Venkatesh Avula; Satish Mudiganti; Hannah Husby; Shima Shahjouei; Ardavan Afshar; Walter F. Stewart; Mohammed Yeasin; Ramin Zand; Vida Abedi (npj Digit. Medicine, 2021)