Automated information extraction from free-text EEG reports. - Siddharth Biswal; Zarina Nip; Valdery Moura Junior; Matt T. Bianchi; Eric S. Rosenthal; M. Brandon Westover (EMBC, 2015)

Personalized Sedation Level Monitoring in ICU Patients Using Heart Rate Variability. - Sunil Belur Nagaraj; Siddharth Biswal; Valdery Moura Junior; Patrick L. Purdon; M. Brandon Westover (CinC, 2016)

Heart rate variability as a biomarker for sedation depth estimation in ICU patients. - Sunil Belur Nagaraj; Sowmya M. Ramaswamy; Siddharth Biswal; Emily J. Boyle; David W. Zhou; Lauren M. McClain; Eric S. Rosenthal; Patrick L. Purdon; M. Brandon Westover (EMBC, 2016)

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)

SLEEPNET: Automated Sleep Staging System via Deep Learning. - Siddharth Biswal; Joshua Kulas; Haoqi Sun; Balaji Goparaju; M. Brandon Westover; Matt T. Bianchi; 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)

RAIM: Recurrent Attentive and Intensive Model of Multimodal Patient Monitoring Data. - Yanbo Xu; Siddharth Biswal; Shriprasad R. Deshpande; Kevin O. Maher; Jimeng Sun 001 (KDD, 2018)

HAMLET: Interpretable Human And Machine co-LEarning Technique. - Olivier Deiss; Siddharth Biswal; Jing Jin 004; Haoqi Sun; M. Brandon Westover; Jimeng Sun 001 (CoRR, 2018)

Expert-level sleep scoring with deep neural networks. - Siddharth Biswal; Haoqi Sun; Balaji Goparaju; M. Brandon Westover; Jimeng Sun 001; Matt T. Bianchi (J. Am. Medical Informatics Assoc., 2018)

Electroencephalogram Based Detection of Deep Sedation in ICU Patients Using Atomic Decomposition. - Sunil Belur Nagaraj; Lauren M. McClain; Emily J. Boyle; David W. Zhou; Sowmya M. Ramaswamy; Siddharth Biswal; Oluwaseun Akeju; Patrick L. Purdon; M. Brandon Westover (IEEE Trans. Biomed. Eng., 2018)

EEGtoText: Learning to Write Medical Reports from EEG Recordings. - Siddharth Biswal; Cao Xiao; M. Brandon Westover; Jimeng Sun 001 (MLHC, 2019)

Doctor2Vec: Dynamic Doctor Representation Learning for Clinical Trial Recruitment. - Siddharth Biswal; Cao Xiao; Lucas M. Glass; Elizabeth Milkovits; Jimeng Sun 001 (AAAI, 2020)

CONAN: Complementary Pattern Augmentation for Rare Disease Detection. - Limeng Cui; Siddharth Biswal; Lucas M. Glass; Greg Lever; Jimeng Sun 001; Cao Xiao (AAAI, 2020)

Clinical Report Auto-completion. - Siddharth Biswal; Cao Xiao; Lucas Glass; M. Brandon Westover; Jimeng Sun 001 (WWW, 2020)

CLARA: Clinical Report Auto-completion. - Siddharth Biswal; Cao Xiao; Lucas M. Glass; M. Brandon Westover; Jimeng Sun 001 (CoRR, 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)

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)

Automated Respiratory Event Detection Using Deep Neural Networks. - Thijs E. Nassi; Wolfgang Ganglberger; Haoqi Sun; Abigail A. Bucklin; Siddharth Biswal; Michel J. A. M. van Putten; Robert J. Thomas; M. Brandon Westover (CoRR, 2021)

EMIXER: End-to-end Multimodal X-ray Generation via Self-supervision. - Siddharth Biswal; Peiye Zhuang; Ayis Pyrros; Nasir Siddiqui; Sanmi Koyejo; Jimeng Sun 001 (MLHC, 2022)

Automated Scoring of Respiratory Events in Sleep With a Single Effort Belt and Deep Neural Networks. - Thijs E. Nassi; Wolfgang Ganglberger; Haoqi Sun; Abigail A. Bucklin; Siddharth Biswal; Michel J. A. M. van Putten; Robert J. Thomas; M. Brandon Westover (IEEE Trans. Biomed. Eng., 2022)