Unifying Cardiovascular Modelling with Deep Reinforcement Learning for
Uncertainty Aware Control of Sepsis Treatment

Unifying Cardiovascular Modelling with Deep Reinforcement Learning for Uncertainty Aware Control of Sepsis Treatment

21 January 2021

Thesath Nanayakkara

Papers citing "Unifying Cardiovascular Modelling with Deep Reinforcement Learning for Uncertainty Aware Control of Sepsis Treatment"

19 / 19 papers shown

Title
Methodology for Interpretable Reinforcement Learning for Optimizing Mechanical Ventilation Joo Seung Lee Malini Mahendra Anil Aswani OffRL 93 1 0 10 Jan 2025
Risk-Averse Offline Reinforcement Learning Núria Armengol Urpí Sebastian Curi Andreas Krause OffRL 11 70 0 10 Feb 2021
An Empirical Study of Representation Learning for Reinforcement Learning in Healthcare Taylor W. Killian Haoran Zhang Jayakumar Subramanian Mehdi Fatemi Marzyeh Ghassemi OffRL 25 37 0 23 Nov 2020
Super-Human Performance in Gran Turismo Sport Using Deep Reinforcement Learning Florian Fuchs Yunlong Song Elia Kaufmann Davide Scaramuzza Peter Dürr 26 124 0 18 Aug 2020
Deeply Uncertain: Comparing Methods of Uncertainty Quantification in Deep Learning Algorithms J. Caldeira Brian D. Nord BDL UQCV UD 57 81 0 22 Apr 2020
Reinforcement Learning in Healthcare: A Survey Chao Yu Jiming Liu S. Nemati LM&MA OffRL 52 557 0 22 Aug 2019
Optimizing Sequential Medical Treatments with Auto-Encoding Heuristic Search in POMDPs Luchen Li Matthieu Komorowski Aldo A. Faisal OffRL 87 13 0 17 May 2019
Improving Sepsis Treatment Strategies by Combining Deep and Kernel-Based Reinforcement Learning Xuefeng Peng Yi Ding David Wihl Omer Gottesman Matthieu Komorowski Li-wei H. Lehman A. Ross A. Faisal Finale Doshi-Velez OffRL 27 87 0 15 Jan 2019
Off-Policy Deep Reinforcement Learning without Exploration Scott Fujimoto David Meger Doina Precup OffRL BDL 77 1,592 0 07 Dec 2018
Evaluating Reinforcement Learning Algorithms in Observational Health Settings Omer Gottesman Fredrik D. Johansson Joshua Meier Jack Dent Donghun Lee ... Matthieu Komorowski A. Faisal Leo Anthony Celi David Sontag Finale Doshi-Velez OOD OffRL 6 133 0 31 May 2018
Distributed Distributional Deterministic Policy Gradients Gabriel Barth-Maron Matthew W. Hoffman David Budden Will Dabney Dan Horgan TB Dhruva Alistair Muldal N. Heess Timothy Lillicrap OffRL 68 477 0 23 Apr 2018
An Analysis of Categorical Distributional Reinforcement Learning Mark Rowland Marc G. Bellemare Will Dabney Rémi Munos Yee Whye Teh 25 101 0 22 Feb 2018
Deep Reinforcement Learning for Sepsis Treatment Aniruddh Raghu Matthieu Komorowski Imran Ahmed Leo Anthony Celi Peter Szolovits Marzyeh Ghassemi OffRL 34 172 0 27 Nov 2017
Distributional Reinforcement Learning with Quantile Regression Will Dabney Mark Rowland Marc G. Bellemare Rémi Munos 61 753 0 27 Oct 2017
A Distributional Perspective on Reinforcement Learning Marc G. Bellemare Will Dabney Rémi Munos OffRL 57 1,497 0 21 Jul 2017
Prioritized Experience Replay Tom Schaul John Quan Ioannis Antonoglou David Silver OffRL 164 3,777 0 18 Nov 2015
Listen, Attend and Spell William Chan Navdeep Jaitly Quoc V. Le Oriol Vinyals RALM 117 2,257 0 05 Aug 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 104 149,474 0 22 Dec 2014
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation Kyunghyun Cho B. V. Merrienboer Çağlar Gülçehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk Yoshua Bengio AIMat 292 23,235 0 03 Jun 2014