Matthieu Komorowski
Matthieu Komorowski
MD, PhD, Clinical Senior Lecturer at Imperial College London ; Visiting Scholar at MIT
Verified email at imperial.ac.uk - Homepage
Title
Cited by
Cited by
Year
The artificial intelligence clinician learns optimal treatment strategies for sepsis in intensive care
M Komorowski, LA Celi, O Badawi, AC Gordon, AA Faisal
Nature medicine 24 (11), 1716-1720, 2018
3712018
Artificial intelligence versus clinicians: systematic review of design, reporting standards, and claims of deep learning studies
M Nagendran, Y Chen, CA Lovejoy, AC Gordon, M Komorowski, ...
bmj 368, 2020
1562020
Guidelines for reinforcement learning in healthcare
O Gottesman, F Johansson, M Komorowski, A Faisal, D Sontag, ...
Nature medicine 25 (1), 16-18, 2019
1292019
Continuous state-space models for optimal sepsis treatment: a deep reinforcement learning approach
A Raghu, M Komorowski, LA Celi, P Szolovits, M Ghassemi
Machine Learning for Healthcare Conference, 147-163, 2017
1012017
Secondary Analysis of Electronic Health Records
MITC Data
Springer International Publishing, 2016
90*2016
Deep reinforcement learning for sepsis treatment
A Raghu, M Komorowski, I Ahmed, L Celi, P Szolovits, M Ghassemi
arXiv preprint arXiv:1711.09602, 2017
662017
Evaluating reinforcement learning algorithms in observational health settings
O Gottesman, F Johansson, J Meier, J Dent, D Lee, S Srinivasan, L Zhang, ...
arXiv preprint arXiv:1805.12298, 2018
482018
Representation balancing mdps for off-policy policy evaluation
Y Liu, O Gottesman, A Raghu, M Komorowski, A Faisal, F Doshi-Velez, ...
arXiv preprint arXiv:1805.09044, 2018
432018
Exploratory data analysis
M Komorowski, DC Marshall, JD Salciccioli, Y Crutain
Secondary analysis of electronic health records, 185-203, 2016
352016
Improving sepsis treatment strategies by combining deep and kernel-based reinforcement learning
X Peng, Y Ding, D Wihl, O Gottesman, M Komorowski, LH Lehman, ...
AMIA Annual Symposium Proceedings 2018, 887, 2018
312018
Potential anesthesia protocols for space exploration missions
M Komorowski, SD Watkins, G Lebuffe, JB Clark
Aviation, space, and environmental medicine 84 (3), 226-233, 2013
312013
Markov models and cost effectiveness analysis: applications in medical research
M Komorowski, J Raffa
Secondary analysis of electronic health records, 351-367, 2016
292016
Fundamentals of anesthesiology for spaceflight
M Komorowski, S Fleming, AW Kirkpatrick
Journal of cardiothoracic and vascular anesthesia 30 (3), 781-790, 2016
272016
Implications of obesity for the management of severe coronavirus disease 2019 pneumonia
M Lemyze, N Courageux, T Maladobry, C Arumadura, P Pauquet, A Orfi, ...
Critical care medicine, 2020
252020
Trends in mortality from pneumonia in the Europe union: a temporal analysis of the European detailed mortality database between 2001 and 2014
DC Marshall, RJ Goodson, Y Xu, M Komorowski, J Shalhoub, ...
Respiratory research 19 (1), 1-9, 2018
242018
Reprint of: Air travel and COVID-19 prevention in the pandemic and peri-pandemic period: A narrative review
M Bielecki, D Patel, J Hinkelbein, M Komorowski, J Kester, S Ebrahim, ...
Travel medicine and infectious disease 38, 101939, 2020
222020
Bridging the health data divide
LA Celi, G Davidzon, AEW Johnson, M Komorowski, DC Marshall, ...
Journal of medical Internet research 18 (12), e325, 2016
212016
Model-based reinforcement learning for sepsis treatment
A Raghu, M Komorowski, S Singh
arXiv preprint arXiv:1811.09602, 2018
192018
Behaviour policy estimation in off-policy policy evaluation: Calibration matters
A Raghu, O Gottesman, Y Liu, M Komorowski, A Faisal, F Doshi-Velez, ...
arXiv preprint arXiv:1807.01066, 2018
182018
Anaesthesia in austere environments: literature review and considerations for future space exploration missions
M Komorowski, S Fleming, M Mawkin, J Hinkelbein
Npj Microgravity 4 (1), 1-11, 2018
182018
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