Model-free resource management of cloud-based applications using reinforcement learning.
Yue JinMakram BouzidDimitre KostadinovArmen AghasaryanPublished in: ICIN (2018)
Keyphrases
- resource management
- model free
- reinforcement learning
- reinforcement learning algorithms
- management system
- resource allocation
- function approximation
- temporal difference
- quality of service
- grid computing
- resource utilization
- cloud computing
- policy iteration
- state space
- rl algorithms
- policy evaluation
- multi agent
- machine learning
- impedance control
- resource usage
- intelligent agents
- optimal control
- average reward
- temporal difference learning
- reinforcement learning methods
- optimal policy
- network resources
- markov decision processes
- transfer learning
- function approximators
- learning process
- learning algorithm