Resource Allocation in the Grid Using Reinforcement Learning.
Aram GalstyanKarl CzajkowskiKristina LermanPublished in: AAMAS (2004)
Keyphrases
- resource allocation
- reinforcement learning
- grid environment
- grid computing environment
- resource management
- grid services
- function approximation
- optimal resource allocation
- grid resource
- grid computing
- resource providers
- allocation problems
- state space
- grid systems
- reinforcement learning algorithms
- scarce resources
- resource allocation problems
- learning process
- resource sharing
- allocation strategies
- markov decision processes
- resource allocation decisions
- resource usage
- resource requirements
- social welfare
- temporal difference
- model free
- dynamic programming
- resource allocation and scheduling
- computational grids
- resource availability
- machine learning
- allocate resources
- dynamic resource allocation
- game theory
- multi agent