Choi, Edward

RETAIN: an interpretable predictive model for healthcare using reverse time attention mechanism

Choi, E., Bahadori, M. T., Kulas, J. A., Schuetz, A., Stewart, W. F., & Sun, J. (2016) · arXiv

Machine Learning in HealthcareExplainable Artificial Intelligence (XAI)

Cited by 1,029

Using recurrent neural network models for early detection of heart failure onset

Choi, E., Schuetz, A., Stewart, W. F., & Sun, J. (2017) · Journal of the American Medical Informatics Association

Machine Learning in HealthcareArtificial Intelligence in Healthcare

Cited by 928

Opportunities and challenges in developing deep learning models using electronic health records data: a systematic review

Xiao, C., Choi, E., & Sun, J. (2018) · Journal of the American Medical Informatics Association

Machine Learning in HealthcareElectronic Health Records Systems

Cited by 792

GRAM: Graph-based Attention Model for Healthcare Representation Learning

Choi, E., Bahadori, M. T., Song, L., Stewart, W. F., & Sun, J. (2017) · Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining

Machine Learning in HealthcareArtificial Intelligence in Healthcare

Cited by 637

Multi-layer Representation Learning for Medical Concepts

Choi, E., Bahadori, M. T., Searles, E., Coffey, C., Thompson, M., Bost, J., Tejedor-Sojo, J., & Sun, J. (2016) · Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining

Machine Learning in HealthcareMedical Coding and Health Information

Cited by 469

RetainVis: Visual Analytics with Interpretable and Interactive Recurrent Neural Networks on Electronic Medical Records

Kwon, B. C., Choi, M.-J., Kim, J. T., Choi, E., Kim, Y. B., Kwon, S., Sun, J., & Choo, J. (2019) · IEEE Transactions on Visualization and Computer Graphics

Data Visualization and AnalyticsExplainable Artificial Intelligence (XAI)

Cited by 294

Integrating blockchain technology with artificial intelligence for cardiovascular medicine

Krittanawong, C., Rogers, A. J., Aydar, M., Choi, E., Johnson, K. W., Wang, Z., & Narayan, S. M. (2020) · Nature Reviews Cardiology

Blockchain Technology Applications and SecurityArtificial Intelligence in Healthcare and Education

Cited by 113

Vision-Language Generative Model for View-Specific Chest X-ray Generation

Lee, H., Lee, D. Y., Kim, W., Kim, J.-H., Kim, T., Kim, J., Sunwoo, L., & Choi, E. (2023) · arXiv

Multimodal Machine Learning ApplicationsArtificial Intelligence in Healthcare and Education

Cited by 5

Self-supervised Predictive Coding with Multimodal Fusion for Patient Deterioration Prediction in Fine-Grained Time Resolution

Lee, K., Won, J., Hyun, H., Hahn, S., Choi, E., & Lee, J. (2023) · Lecture Notes in Computer Science

Machine Learning in HealthcareSepsis Diagnosis and Treatment

Cited by 5

TrustSQL: Benchmarking Text-to-SQL Reliability with Penalty-Based Scoring

Lee, G., Chay, W., Cho, S., & Choi, E. (2024) · arXiv

Natural Language Processing TechniquesTopic Modeling

Cited by 1