Playing games against nature: optimal policies for renewable resource allocation
Stefano ErmonJon ConradCarla P. GomesBart SelmanPublished in: CoRR (2012)
Keyphrases
- resource allocation
- optimal policy
- markov decision processes
- decision problems
- reinforcement learning
- infinite horizon
- playing games
- state space
- finite horizon
- long run
- dynamic programming
- resource allocation problems
- dynamic programming algorithms
- finite state
- average reward
- multistage
- allocation problems
- resource allocation decisions
- scarce resources
- partially observable markov decision processes
- optimal resource allocation
- resource allocation and scheduling
- sufficient conditions
- serial inventory systems
- game design
- average reward reinforcement learning
- least squares
- policy iteration
- average cost
- learning experience