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Is Deep Reinforcement Learning Ready for Practical Applications in Healthcare? A Sensitivity Analysis of Duel-DDQN for Sepsis Treatment
The potential of Reinforcement Learning (RL) has been demonstrated throu...
05/08/2020 ∙ by MingYu Lu, et al. ∙
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G-Net: A Deep Learning Approach to G-computation for Counterfactual Outcome Prediction Under Dynamic Treatment Regimes
Counterfactual prediction is a fundamental task in decision-making. G-co...
03/23/2020 ∙ by Rui Li, et al. ∙
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A Biologically Plausible Benchmark for Contextual Bandit Algorithms in Precision Oncology Using in vitro Data
Precision oncology, the genetic sequencing of tumors to identify druggab...
11/11/2019 ∙ by Niklas T. Rindtorff, et al. ∙
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