Applying reinforcement learning towards automating resource allocation and application scalability in the cloud.
Enda BarrettEnda HowleyJim DugganPublished in: Concurr. Comput. Pract. Exp. (2013)
Keyphrases
- resource allocation
- reinforcement learning
- resource management
- resource allocation problems
- allocation problems
- cloud computing
- allocate resources
- cloud computing environment
- resource allocation and scheduling
- machine learning
- optimal resource allocation
- markov decision processes
- grid environment
- learning agents
- resource requirements
- combinatorial auctions
- data center
- state space
- power allocation
- scarce resources
- cooperative
- multi agent