Generating Electronic Health Records with Multiple Data Types and Constraints. - Chao Yan 004; Ziqi Zhang 005; Steve Nyemba; Bradley A. Malin (AMIA, 2020)

Ensuring electronic medical record simulation through better training, modeling, and evaluation. - Ziqi Zhang 005; Chao Yan 004; Diego A. Mesa; Jimeng Sun 001; Bradley A. Malin (J. Am. Medical Informatics Assoc., 2020)

Synthetic Data to Support Engineering and Demonstrations in the All of Us Research Program. - Chao Yan 004; Steve Nyemba; Kelsey R. Mayo; Ziqi Zhang 005; Francis Ratsimbazafy; Bradley A. Malin (AMIA, 2021)

CCF-CL: Forecasting the Clinical Status of a Patient Through Contrastive Learning. - Ziqi Zhang 005; Chao Yan 004; Xinmeng Zhang; Steve Nyemba; Bradley A. Malin (AMIA, 2021)

Blending Knowledge in Deep Recurrent Networks for Adverse Event Prediction at Hospital Discharge. - Prithwish Chakraborty; James V. Codella; Piyush Madan; Ying Li 053; Hu Huang 004; Yoonyoung Park; Chao Yan 004; Ziqi Zhang 005; Cheng Gao; Steve Nyemba; Xu Min; Sanjib Basak; et al. (CoRR, 2021)

Predicting brain function status changes in critically ill patients via Machine learning. - Chao Yan 004; Cheng Gao; Ziqi Zhang 005; Wencong Chen; Bradley A. Malin; Eugene Wesley Ely; Mayur B. Patel; You Chen 001 (J. Am. Medical Informatics Assoc., 2021)

SynTEG: a framework for temporal structured electronic health data simulation. - Ziqi Zhang 005; Chao Yan 004; Thomas A. Lasko; Jimeng Sun 001; Bradley A. Malin (J. Am. Medical Informatics Assoc., 2021)

Assessing Machine Learning Based Generators for Synthetic Electronic Health Records: A Benchmarking. - Chao Yan 004; Yao Yan; Ziqi Zhang 005; Zhiyu Wan; Justin Guinney; Sean D. Mooney; Bradley A. Malin (AMIA, 2022)

Distillation to Enhance the Portability of Risk Models Across Institutions with Large Patient Claims Database. - Steve Nyemba; Chao Yan 004; Ziqi Zhang 005; Amol Rajmane; Pablo Meyer 001; Prithwish Chakraborty; Bradley A. Malin (CoRR, 2022)

A Multifaceted Benchmarking of Synthetic Electronic Health Record Generation Models. - Chao Yan 004; Yao Yan; Zhiyu Wan; Ziqi Zhang 005; Larsson Omberg; Justin Guinney; Sean D. Mooney; Bradley A. Malin (CoRR, 2022)

Keeping synthetic patients on track: feedback mechanisms to mitigate performance drift in longitudinal health data simulation. - Ziqi Zhang 005; Chao Yan 004; Bradley A. Malin (J. Am. Medical Informatics Assoc., 2022)

Forecasting the future clinical events of a patient through contrastive learning. - Ziqi Zhang 005; Chao Yan 004; Xinmeng Zhang; Steve Nyemba; Bradley A. Malin (J. Am. Medical Informatics Assoc., 2022)

Membership inference attacks against synthetic health data. - Ziqi Zhang 005; Chao Yan 004; Bradley A. Malin (J. Biomed. Informatics, 2022)