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2020 – today
- 2021
[j12]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:
Imputation of missing values for electronic health record laboratory data. npj Digit. Medicine 4 (2021)- [c16]Siddharth Biswal, Soumya Ghosh, Jon Duke, Bradley A. Malin, Walter F. Stewart, Cao Xiao, Jimeng Sun:
EVA: Generating Longitudinal Electronic Health Records Using Conditional Variational Autoencoders. MLHC 2021: 260-282 - 2020
- [j11]Ioakeim Perros, Xiaowei Yan, James B. Jones, Jimeng Sun, Walter F. Stewart:
Using the PARAFAC2 tensor factorization on EHR audit data to understand PCP desktop work. J. Biomed. Informatics 101: 103312 (2020) - [c15]Ardavan Afshar, Ioakeim Perros, Haesun Park, Christopher deFilippi, Xiaowei Yan, Walter F. Stewart, Joyce C. Ho, Jimeng Sun:
TASTE: temporal and static tensor factorization for phenotyping electronic health records. CHIL 2020: 193-203 - [i9]Siddharth Biswal, Soumya Ghosh, Jon Duke, Bradley A. Malin, Walter F. Stewart, Jimeng Sun:
EVA: Generating Longitudinal Electronic Health Records Using Conditional Variational Autoencoders. CoRR abs/2012.10020 (2020)
2010 – 2019
- 2019
- [j10]Kenneth Jung, Sylvia E. K. Sudat, Nicole Kwon, Walter F. Stewart, Nigam H. Shah:
Predicting need for advanced illness or palliative care in a primary care population using electronic health record data. J. Biomed. Informatics 92 (2019) - [c14]Sungtae An, Cao Xiao, Walter F. Stewart, Jimeng Sun:
Longitudinal Adversarial Attack on Electronic Health Records Data. WWW 2019: 2558-2564 - [i8]Ardavan Afshar, Ioakeim Perros, Haesun Park, Christopher deFilippi, Xiaowei Yan, Walter F. Stewart, Joyce C. Ho, Jimeng Sun:
TASTE: Temporal and Static Tensor Factorization for Phenotyping Electronic Health Records. CoRR abs/1911.05843 (2019) - 2018
- [j9]Bum Chul Kwon, Ben Eysenbach, Janu Verma, Kenney Ng, Christopher deFilippi, Walter F. Stewart, Adam Perer:
Clustervision: Visual Supervision of Unsupervised Clustering. IEEE Trans. Vis. Comput. Graph. 24(1): 142-151 (2018) - [c13]Ioakeim Perros, Evangelos E. Papalexakis, Haesun Park, Richard W. Vuduc, Xiaowei Yan, Christopher deFilippi, Walter F. Stewart, Jimeng Sun:
SUSTain: Scalable Unsupervised Scoring for Tensors and its Application to Phenotyping. KDD 2018: 2080-2089 - [c12]Edward Choi, Cao Xiao, Walter F. Stewart, Jimeng Sun:
MiME: Multilevel Medical Embedding of Electronic Health Records for Predictive Healthcare. NeurIPS 2018: 4552-4562 - [i7]Ioakeim Perros, Evangelos E. Papalexakis, Haesun Park, Richard W. Vuduc, Xiaowei Yan, Christopher deFilippi, Walter F. Stewart, Jimeng Sun:
SUSTain: Scalable Unsupervised Scoring for Tensors and its Application to Phenotyping. CoRR abs/1803.05473 (2018) - [i6]Edward Choi, Cao Xiao, Walter F. Stewart, Jimeng Sun:
MiME: Multilevel Medical Embedding of Electronic Health Records for Predictive Healthcare. CoRR abs/1810.09593 (2018) - 2017
- [j8]Edward Choi, Andy Schuetz, Walter F. Stewart, Jimeng Sun:
Using recurrent neural network models for early detection of heart failure onset. J. Am. Medical Informatics Assoc. 24(2): 361-370 (2017) - [j7]Annemarie Hirsch, James B. Jones, Virginia R. Lerch, Xiaoqin Tang, Andrea Berger, Deserae Clarke, Walter F. Stewart:
The electronic health record audit file: the patient is waiting. J. Am. Medical Informatics Assoc. 24(e1): e28-e34 (2017) - [c11]Edward Choi, Mohammad Taha Bahadori, Le Song, Walter F. Stewart, Jimeng Sun:
GRAM: Graph-based Attention Model for Healthcare Representation Learning. KDD 2017: 787-795 - [c10]Yutao Zhang, Robert Chen, Jie Tang, Walter F. Stewart, Jimeng Sun:
LEAP: Learning to Prescribe Effective and Safe Treatment Combinations for Multimorbidity. KDD 2017: 1315-1324 - [c9]Edward Choi, Siddharth Biswal, Bradley A. Malin, Jon Duke, Walter F. Stewart, Jimeng Sun:
Generating Multi-label Discrete Patient Records using Generative Adversarial Networks. MLHC 2017: 286-305 - [i5]Mohammad Taha Bahadori, Krzysztof Chalupka, Edward Choi, Robert Chen, Walter F. Stewart, Jimeng Sun:
Causal Regularization. CoRR abs/1702.02604 (2017) - [i4]Edward Choi, Siddharth Biswal, Bradley A. Malin, Jon Duke, Walter F. Stewart, Jimeng Sun:
Generating Multi-label Discrete Electronic Health Records using Generative Adversarial Networks. CoRR abs/1703.06490 (2017) - 2016
- [c8]Sanjoy Dey, Yajuan Wang, Roy J. Byrd, Kenney Ng, Steven R. Steinhubl, Christopher deFilippi, Walter F. Stewart:
Characterizing Physicians Practice Phenotype from Unstructured Electronic Health Records. AMIA 2016 - [c7]Kenney Ng, Walter F. Stewart, Christopher deFilippi, Steven R. Steinhubl:
Data Driven Modeling of Electronic Health Record Data to Detect Pre-Diagnostic Heart Failure Subtypes in Primary Care. CRI 2016 - [c6]Edward Choi, Mohammad Taha Bahadori, Andy Schuetz, Walter F. Stewart, Jimeng Sun:
Doctor AI: Predicting Clinical Events via Recurrent Neural Networks. MLHC 2016: 301-318 - [c5]Edward Choi, Mohammad Taha Bahadori, Jimeng Sun, Joshua Kulas, Andy Schuetz, Walter F. Stewart:
RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism. NIPS 2016: 3504-3512 - [i3]Edward Choi, Andy Schuetz, Walter F. Stewart, Jimeng Sun:
Medical Concept Representation Learning from Electronic Health Records and its Application on Heart Failure Prediction. CoRR abs/1602.03686 (2016) - [i2]Edward Choi, Mohammad Taha Bahadori, Andy Schuetz, Walter F. Stewart, Jimeng Sun:
RETAIN: Interpretable Predictive Model in Healthcare using Reverse Time Attention Mechanism. CoRR abs/1608.05745 (2016) - [i1]Edward Choi, Mohammad Taha Bahadori, Le Song, Walter F. Stewart, Jimeng Sun:
GRAM: Graph-based Attention Model for Healthcare Representation Learning. CoRR abs/1611.07012 (2016) - 2015
- [c4]Annemarie Hirsch, Virginia R. Lerch, Walter F. Stewart, James B. Jones:
Electronic Health Record Audit Logs: An Alternative Approach to Workflow Analysis. AMIA 2015 - [c3]Kenney Ng, Yajuan Wang, Jianying Hu, Walter F. Stewart, Steven R. Steinhubl, Christopher deFilippi:
Early Detection of Heart Failure using Data Driven Modeling Approaches on Electronic Health Records: How far can one go without Domain Knowledge? AMIA 2015 - [c2]Yajuan Wang, Kenney Ng, Roy J. Byrd, Jianying Hu, Shahram Ebadollahi, Zahra Daar, Christopher deFilippi, Steven R. Steinhubl, Walter F. Stewart:
Early detection of heart failure with varying prediction windows by structured and unstructured data in electronic health records. EMBC 2015: 2530-2533 - 2014
- [j6]Roy J. Byrd, Steven R. Steinhubl, Jimeng Sun, Shahram Ebadollahi, Walter F. Stewart:
Automatic identification of heart failure diagnostic criteria, using text analysis of clinical notes from electronic health records. Int. J. Medical Informatics 83(12): 983-992 (2014) - [j5]Kenney Ng, Amol Ghoting, Steven R. Steinhubl, Walter F. Stewart, Bradley A. Malin, Jimeng Sun:
PARAMO: A PARAllel predictive MOdeling platform for healthcare analytic research using electronic health records. J. Biomed. Informatics 48: 160-170 (2014) - [j4]Joyce C. Ho, Joydeep Ghosh, Steven R. Steinhubl, Walter F. Stewart, Joshua C. Denny, Bradley A. Malin, Jimeng Sun:
Limestone: High-throughput candidate phenotype generation via tensor factorization. J. Biomed. Informatics 52: 199-211 (2014) - [p1]Walter F. Stewart, Jason Roy, Jimeng Sun, Shahram Ebadollahi:
Clinical Utility of Machine Learning and Longitudinal EHR Data. Machine Learning in Healthcare Informatics 2014: 209-227 - 2013
- [j3]James B. Jones, Walter F. Stewart, Jonathan D. Darer, Dean F. Sittig:
Beyond the threshold: real-time use of evidence in practice. BMC Medical Informatics Decis. Mak. 13: 47 (2013) - 2012
- [c1]Jimeng Sun, Jianying Hu, Dijun Luo, Marianthi Markatou, Fei Wang, Shahram Ebadollahi, Zahra Daar, Walter F. Stewart:
Combining Knowledge and Data Driven Insights for Identifying Risk Factors using Electronic Health Records. AMIA 2012
2000 – 2009
- 2008
- [j2]James M. Walker, Pascale Carayon, Nancy G. Leveson, Ronald A. Paulus, John Tooker, Homer L. Chin, Albert Bothe Jr., Walter F. Stewart:
Viewpoint Paper: EHR Safety: The Way Forward to Safe and Effective Systems. J. Am. Medical Informatics Assoc. 15(3): 272-277 (2008) - 2007
- [j1]Brian S. Schwartz, Sining Chen, Brian Caffo, Walter F. Stewart, Karen I. Bolla, David M. Yousem, Christos Davatzikos:
Relations of brain volumes with cognitive function in males 45 years and older with past lead exposure. NeuroImage 37(2): 633-641 (2007)
Coauthor Index
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