Prediction of incident myocardial infarction using machine learning applied to harmonized electronic health record data. - Divneet Mandair; Premanand Tiwari; Steven Simon; Kathryn L. Colborn; Michael A. Rosenberg (BMC Medical Informatics Decis. Mak., 2020)

Assessing Prescriber Behavior with a Clinical Decision Support Tool to Prevent Drug-Induced Long QT Syndrome. - Katy E. Trinkley; Jonathan Michael Pell; Dario D. Martinez; Nicola R. Maude; Gary Hale; Michael A. Rosenberg (Appl. Clin. Inform., 2021)

GeoECG: Data Augmentation via Wasserstein Geodesic Perturbation for Robust Electrocardiogram Prediction. - Jiacheng Zhu; Jielin Qiu; Zhuolin Yang; Douglas Weber; Michael A. Rosenberg; Emerson Liu; Bo Li 026; Ding Zhao (MLHC, 2022)

Optimal Transport based Data Augmentation for Heart Disease Diagnosis and Prediction. - Jielin Qiu; Jiacheng Zhu; Michael A. Rosenberg; Emerson Liu; Ding Zhao (CoRR, 2022)

Transfer Knowledge from Natural Language to Electrocardiography: Can We Detect Cardiovascular Disease Through Language Models? - Jielin Qiu; William Han; Jiacheng Zhu; Mengdi Xu; Michael A. Rosenberg; Emerson Liu; Douglas Weber; Ding Zhao (EACL (Findings), 2023)

Cardiac Disease Diagnosis on Imbalanced Electrocardiography Data Through Optimal Transport Augmentation. - Jielin Qiu; Jiacheng Zhu; Mengdi Xu; Peide Huang; Michael A. Rosenberg; Douglas Weber; Emerson Liu; Ding Zhao (ICASSP, 2023)

Automated Cardiovascular Record Retrieval by Multimodal Learning between Electrocardiogram and Clinical Report. - Jielin Qiu; Jiacheng Zhu; Shiqi Liu 005; William Han; Jingqi Zhang; Chaojing Duan; Michael A. Rosenberg; Emerson Liu; Douglas Weber; Ding Zhao (ML4H@NeurIPS, 2023)

Converting ECG Signals to Images for Efficient Image-text Retrieval via Encoding. - Jielin Qiu; Jiacheng Zhu; Shiqi Liu 005; William Han; Jingqi Zhang; Chaojing Duan; Michael A. Rosenberg; Emerson Liu; Douglas Weber; Ding Zhao (CoRR, 2023)

Interpretation of Intracardiac Electrograms Through Textual Representations. - William Han; Diana Guadalupe Gomez; Avi Alok; Chaojing Duan; Michael A. Rosenberg; Douglas Weber; Emerson Liu; Ding Zhao (CHIL, 2024)

Interpretation of Intracardiac Electrograms Through Textual Representations. - William Jongwon Han; Diana Gómez; Avi Alok; Chaojing Duan; Michael A. Rosenberg; Douglas Weber; Emerson Liu; Ding Zhao (CoRR, 2024)

ECG-Byte: A Tokenizer for End-to-End Generative Electrocardiogram Language Modeling. - William Han; Chaojing Duan; Michael A. Rosenberg; Emerson Liu; Ding Zhao (CoRR, 2024)

Signal, Image, or Symbolic: Exploring the Best Input Representation for Electrocardiogram-Language Models Through a Unified Framework. - William Han; Chaojing Duan; Zhepeng Cen; Yihang Yao; Xiaoyu Song; Atharva Mhaskar; Dylan Leong; Michael A. Rosenberg; Emerson Liu; Ding Zhao (CoRR, 2025)