A Hybrid Reinforcement Learning Approach to Autonomic Resource Allocation.
Gerald TesauroNicholas K. JongRajarshi DasMohamed N. BennaniPublished in: ICAC (2006)
Keyphrases
- resource allocation
- reinforcement learning
- resource management
- optimal resource allocation
- function approximation
- resource allocation problems
- resource allocation decisions
- allocation strategies
- markov decision processes
- resource requirements
- allocate resources
- game theory
- allocation problems
- dynamic resource allocation
- resource availability
- scarce resources
- distributed resource allocation
- resource usage
- model free
- temporal difference
- machine learning
- state space
- social welfare
- reinforcement learning algorithms
- complex environments
- combinatorial auctions
- approximation algorithms
- cloud computing
- management system
- cooperative
- multi agent
- learning algorithm