Fetching the paper…
Reading the bibliography…
Many batch RL health applications first discretize time into fixed intervals.
Towards a unified theory of state abstraction for mdps
Lihong Li, Thomas J. Walsh, and Michael L. Littman · 2006
Earlier work this paper cites.
Random features for large-scale kernel machines
Ali Rahimi and Benjamin Recht · 2008
Earlier work this paper cites.
Mimic-iii, a freely accessible critical care database
Alistair EW Johnson, Tom J Pollard, Lu Shen, H Lehman Li-wei, Mengling Feng, Mohammad Ghassemi, Benjamin Moody, Peter Szolovits, Leo Anthony Celi, and Roger G Mark · 2016
Earlier work this paper cites.
Reinforcement learning in healthcare: A survey
Chao Yu, Jiming Liu, and Shamim Nemati · 2016
Earlier work this paper cites.
Large-scale online kernel learning with random feature reparameterization
Tu Dinh Nguyen, Trung Le, Hung Bui, and Dinh Phung · 2017
Earlier work this paper cites.
The artificial intelligence clinician learns optimal treatment strategies for sepsis in intensive care
Matthieu Komorowski, Leo A. Celi, Omar Badawi, Anthony C. Gordon, and A. Aldo Faisal · 2018
Cited alongside, same era.
Reinforcement Learning: An Introduction
Richard S. Sutton and Andrew G. Barto · 2018
Cited alongside, same era.
Guidelines for reinforcement learning in healthcare
Omer Gottesman, Fredrik Johansson, Matthieu Komorowski, Aldo Faisal, David Sontag, Finale Doshi-Velez, and Leo Anthony Celi · 2019
Cited alongside, same era.
Making deep q-learning methods robust to time discretization, 2019
Corentin Tallec, Léonard Blier, and Yann Ollivier · 2019
Cited alongside, same era.
Model-based reinforcement learning for semi-markov decision processes with neural odes
Jianzhun Du, Joseph Futoma, and Finale Doshi-Velez · 2020
Later among the works it cites.
Popcorn: Partially observed prediction constrained reinforcement learning
Joseph Futoma, Michael C Hughes, and Finale Doshi-Velez · 2020
Later among the works it cites.
Interpretable off-policy evaluation in reinforcement learning by highlighting influential transitions, 2020
Omer Gottesman, Joseph Futoma, Yao Liu, Sonali Parbhoo, Leo Anthony Celi, Emma Brunskill, and Finale Doshi-Velez · 2020
Later among the works it cites.
Interpretable batch irl to extract clinician goals in icu hypotension management
Srivatsan Srinivasan and Finale Doshi-Velez · 2020
Later among the works it cites.
alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…