Tristan Naumann
Tristan Naumann
Principal Researcher, Microsoft Research Healthcare NExT
Verified email at microsoft.com - Homepage
Title
Cited by
Cited by
Year
Publicly available clinical BERT embeddings
E Alsentzer, JR Murphy, W Boag, WH Weng, D Jin, T Naumann, ...
arXiv preprint arXiv:1904.03323, 2019
3792019
Unfolding physiological state: Mortality modelling in intensive care units
M Ghassemi, T Naumann, F Doshi-Velez, N Brimmer, R Joshi, ...
Proceedings of the 20th ACM SIGKDD international conference on Knowledge …, 2014
2242014
A multivariate timeseries modeling approach to severity of illness assessment and forecasting in ICU with sparse, heterogeneous clinical data
M Ghassemi, M Pimentel, T Naumann, T Brennan, D Clifton, P Szolovits, ...
Proceedings of the AAAI conference on artificial intelligence 29 (1), 2015
1932015
Predicting early psychiatric readmission with natural language processing of narrative discharge summaries
A Rumshisky, M Ghassemi, T Naumann, P Szolovits, VM Castro, ...
Translational psychiatry 6 (10), e921-e921, 2016
932016
Secondary analysis of electronic health records
MIT Critical Data
Springer Nature, 2016
902016
Making big data useful for health care: a summary of the inaugural mit critical data conference
O Badawi, T Brennan, LA Celi, M Feng, M Ghassemi, A Ippolito, ...
JMIR medical informatics 2 (2), e22, 2014
612014
Domain-specific language model pretraining for biomedical natural language processing
Y Gu, R Tinn, H Cheng, M Lucas, N Usuyama, X Liu, T Naumann, J Gao, ...
arXiv preprint arXiv:2007.15779, 2020
522020
Opportunities in machine learning for healthcare
M Ghassemi, T Naumann, P Schulam, AL Beam, R Ranganath
arXiv preprint arXiv:1806.00388, 2018
492018
Natural language processing for EHR-based computational phenotyping
Z Zeng, Y Deng, X Li, T Naumann, Y Luo
IEEE/ACM transactions on computational biology and bioinformatics 16 (1 …, 2018
462018
A “datathon” model to support cross-disciplinary collaboration
J Aboab, LA Celi, P Charlton, M Feng, M Ghassemi, DC Marshall, ...
Science Translational Medicine 8 (333), 333ps8-333ps8, 2016
392016
CliNER: A lightweight tool for clinical named entity recognition
W Boag, K Wacome, T Naumann, A Rumshisky
AMIA joint summits on clinical research informatics (poster), 2015
382015
Practical guidance on artificial intelligence for health-care data
M Ghassemi, T Naumann, P Schulam, AL Beam, IY Chen, R Ranganath
The Lancet Digital Health 1 (4), e157-e159, 2019
362019
A review of challenges and opportunities in machine learning for health
M Ghassemi, T Naumann, P Schulam, AL Beam, IY Chen, R Ranganath
AMIA Summits on Translational Science Proceedings 2020, 191, 2020
332020
Feature robustness in non-stationary health records: caveats to deployable model performance in common clinical machine learning tasks
B Nestor, MBA McDermott, W Boag, G Berner, T Naumann, MC Hughes, ...
Machine Learning for Healthcare Conference, 381-405, 2019
322019
What’s in a note? Unpacking predictive value in clinical note representations
W Boag, D Doss, T Naumann, P Szolovits
AMIA Summits on Translational Science Proceedings 2018, 26, 2018
282018
Predicting clinical outcomes across changing electronic health record systems
JJ Gong, T Naumann, P Szolovits, JV Guttag
Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge …, 2017
252017
Cliner 2.0: Accessible and accurate clinical concept extraction
W Boag, E Sergeeva, S Kulshreshtha, P Szolovits, A Rumshisky, ...
arXiv preprint arXiv:1803.02245, 2018
232018
Trends and focus of machine learning applications for health research
B Beaulieu-Jones, SG Finlayson, C Chivers, I Chen, M McDermott, ...
JAMA network open 2 (10), e1914051-e1914051, 2019
192019
Mimic-extract: A data extraction, preprocessing, and representation pipeline for mimic-iii
S Wang, MBA McDermott, G Chauhan, M Ghassemi, MC Hughes, ...
Proceedings of the ACM Conference on Health, Inference, and Learning, 222-235, 2020
182020
Semi-supervised biomedical translation with cycle wasserstein regression GANs
M McDermott, T Yan, T Naumann, N Hunt, H Suresh, P Szolovits, ...
Proceedings of the AAAI Conference on Artificial Intelligence 32 (1), 2018
152018
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