Matthieu Komorowski

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Papers (10)

1. Optimizing Sequential Medical Treatments with Auto-Encoding Heuristic Search in POMDPs cs.AI · 2019 · author #2
2. Understanding the Artificial Intelligence Clinician and optimal treatment strategies for sepsis in intensive care cs.AI · 2019 · author #1
3. Improving Sepsis Treatment Strategies by Combining Deep and Kernel-Based Reinforcement Learning cs.LG · 2019 · author #5
4. Model-Based Reinforcement Learning for Sepsis Treatment cs.LG · 2018 · author #2
5. Behaviour Policy Estimation in Off-Policy Policy Evaluation: Calibration Matters cs.LG · 2018 · author #4
6. Evaluating Reinforcement Learning Algorithms in Observational Health Settings cs.LG · 2018 · author #15
7. The Actor Search Tree Critic (ASTC) for Off-Policy POMDP Learning in Medical Decision Making cs.AI · 2018 · author #2
8. Representation Balancing MDPs for Off-Policy Policy Evaluation cs.LG · 2018 · author #4
9. Deep Reinforcement Learning for Sepsis Treatment cs.AI · 2017 · author #2
10. Continuous State-Space Models for Optimal Sepsis Treatment - a Deep Reinforcement Learning Approach cs.LG · 2017 · author #2

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Frequent Coauthors

• Aniruddh Raghu 5 shared papers
• Aldo Faisal 4 shared papers
• Finale Doshi-Velez 4 shared papers
• Omer Gottesman 4 shared papers
• Aldo A. Faisal 2 shared papers
• David Wihl 2 shared papers
• Emma Brunskill 2 shared papers
• Leo Anthony Celi 2 shared papers
• Li-wei H. Lehman 2 shared papers
• Luchen Li 2 shared papers
• Marzyeh Ghassemi 2 shared papers
• Peter Szolovits 2 shared papers
• Xuefeng Peng 2 shared papers
• Yao Liu 2 shared papers
• Yi Ding 2 shared papers
• A. Aldo Faisal 1 shared papers
• Andrew Ross 1 shared papers
• Anthony C. Gordon 1 shared papers
• Christopher Mosch 1 shared papers
• David Sontag 1 shared papers