Edward Choi
Impact in
- Health Informatics top 0.5%
- Artificial Intelligence in Healthcare and Education
- Health Information Management top 0.05%
- Artificial Intelligence in Healthcare
Papers in
-
- Machine Learning in Healthcare 15
- Topic Modeling 13
- Natural Language Processing Techniques 6
- Domain Adaptation and Few-Shot Learning 4
- Advanced Graph Neural Networks 4
-
- Multimodal Machine Learning Applications 4
- Co-authors
- Jimeng Sun (9 shared papers)Walter F. Stewart (6 shared papers)Cao Xiao (2 shared papers)Mohammad Taha Bahadori (2 shared papers)Le Song (1 shared paper)Jaegul Choo (4 shared papers)Young‐Hak Kim (2 shared papers)Soon‐Wook Kwon (1 shared paper)
- Journals
- Journal of the American Medical Informatics Association (2 papers)Scientific Reports (2 papers)IEEE Journal of Biomedical and Health Informatics (2 papers)Journal of Medical Internet Research (1 paper)Life (1 paper)
- Partner nations
- United StatesSouth KoreaCanada
In The Last Decade
Edward Choi
47 papers receiving 2.8k citations
Edward Choi's Hit Papers
Peers
Comparison fields: 5 of 155
- Health Informatics 238
- Health Information Management 656
- Artificial Intelligence 1.8k
- Computer Vision and Pattern Recognition 381
- Signal Processing 179
Countries citing papers authored by Edward Choi
This map shows the geographic impact of Edward Choi's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Edward Choi with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Edward Choi more than expected).
Fields of papers citing papers by Edward Choi
This network shows the impact of papers produced by Edward Choi. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Edward Choi. The network helps show where Edward Choi may publish in the future.
Co-authors
The 25 scholars most cited alongside Edward Choi, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.
All Works
Showing the 20 most-cited of 51 papers — load more, or switch the sort, to bring in the rest.
| # | Work | ||
|---|---|---|---|
| 1 | Using recurrent neural network models for early detection of heart failure onset Hit paper breakdown → | 2016 | 597 |
| 2 | Opportunities and challenges in developing deep learning models using electronic health records data: a systematic review Hit paper breakdown → | 2018 | 485 |
| 3 | GRAM Hit paper breakdown → | 2017 | 403 |
| 4 | Doctor AI: Predicting Clinical Events via Recurrent Neural Networks. | 2016 | 224 |
| 5 | 2018 | 200 | |
| 6 | 2018 | 164 | |
| 7 | 2022 | 135 | |
| 8 | 2020 | 133 | |
| 9 | 2019 | 81 | |
| 10 | 2015 | 57 | |
| 11 | MiME: Multilevel Medical Embedding of Electronic Health Records for Predictive Healthcare | 2018 | 47 |
| 12 | 2022 | 35 | |
| 13 | 2020 | 30 | |
| 14 | 2024 | 25 | |
| 15 | 2023 | 25 | |
| 16 | Generating Multi-label Discrete Patient Records using Generative Adversarial Networks | 2017 | 24 |
| 17 | Generating Multi-label Discrete Electronic Health Records using Generative Adversarial Networks. | 2017 | 24 |
| 18 | 2021 | 20 | |
| 19 | 2021 | 17 | |
| 20 | 2023 | 16 |
About Edward Choi
Edward Choi is a scholar working on Artificial Intelligence, Computer Vision and Pattern Recognition, Molecular Biology, Health Information Management and Health Informatics, having authored 51 papers that have together received 2.9k indexed citations. Recurring topics across this work include Machine Learning in Healthcare (15 papers), Topic Modeling (13 papers), Natural Language Processing Techniques (6 papers), Artificial Intelligence in Healthcare (5 papers), Domain Adaptation and Few-Shot Learning (4 papers), Multimodal Machine Learning Applications (4 papers), Advanced Graph Neural Networks (4 papers) and Biomedical Text Mining and Ontologies (4 papers). The work is most often cited by research in Health Informatics (238 citations), Health Information Management (656 citations), Artificial Intelligence (1.8k citations), Computer Vision and Pattern Recognition (381 citations) and Signal Processing (179 citations). Edward Choi has collaborated with scholars based in United States, South Korea and Canada. Frequent co-authors include Jimeng Sun, Walter F. Stewart, Cao Xiao, Mohammad Taha Bahadori, Le Song, Jaegul Choo, Young‐Hak Kim, Soon‐Wook Kwon, Bum Chul Kwon and Youngbin Kim. Their work appears in journals such as Journal of the American Medical Informatics Association, Scientific Reports, IEEE Journal of Biomedical and Health Informatics, Journal of Medical Internet Research and Life.
Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.