Deep Offline Reinforcement Learning for Real-World Treatment Optimization Applications.
Milashini NambiarSupriyo GhoshPriscilla OngYu En ChanYong Mong BeePavitra KrishnaswamyPublished in: CoRR (2023)
Keyphrases
- reinforcement learning
- real world
- optimization problems
- data sets
- optimization algorithm
- case study
- synthetic data
- wide range
- global optimization
- function approximation
- hidden markov models
- model free
- action selection
- constrained optimization
- temporal difference
- optimization methods
- discrete optimization
- learning tasks
- combinatorial optimization
- markov decision processes
- cost function
- learning process
- multi agent
- neural network