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Matthieu Komorowski — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Matthieu Komorowski
7
papers ·
332
citations ·
34
h-index
Charing Cross Hospital · Imperial College London · Health and Safety Executive
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Most-cited papers
Continuous State-Space Models for Optimal Sepsis Treatment - a Deep Reinforcement Learning Approach
2017 · 102 citations
Evaluating Reinforcement Learning Algorithms in Observational Health Settings
2018 · 87 citations
Deep Reinforcement Learning for Sepsis Treatment
2017 · 47 citations
Improving Sepsis Treatment Strategies by Combining Deep and Kernel-Based Reinforcement Learning
2019 · 45 citations
Model-Based Reinforcement Learning for Sepsis Treatment
2018 · 29 citations
The Actor Search Tree Critic (ASTC) for Off-Policy POMDP Learning in Medical Decision Making
2018 · 20 citations
Enabling risk-aware Reinforcement Learning for medical interventions through uncertainty decomposition
2021 · 2 citations
Top co-authors
Aniruddh Raghu
· 3
A. Aldo Faisal
· 2
Aldo Faisal
· 2
David Wihl
· 2
Finale Doshi-Velez
· 2
Leo Anthony Celi
· 2
Li-wei H. Lehman
· 2
Marzyeh Ghassemi
· 2
Omer Gottesman
· 2
Peter Szolovits
· 2
Xuefeng Peng
· 2
Andrew Ross
· 1
Topics
Model-Based RL
Safe RL
Policy Gradient
Value-Based
Offline RL
Meta-RL