Reinforcement Learning for Resource Allocation in Cloud Datacenter.
Salvatore VenticinqueStefania NacchiaSalvatore Augusto MaistoPublished in: 3PGCIC (2019)
Keyphrases
- resource allocation
- reinforcement learning
- function approximation
- resource management
- resource allocation problems
- cloud computing
- allocation problems
- optimal resource allocation
- state space
- temporal difference
- reinforcement learning algorithms
- resource allocation decisions
- allocation strategies
- resource allocation and scheduling
- learning agents
- resource consumption
- game theory
- multi agent
- model free
- machine learning
- distributed resource allocation
- learning algorithm
- scarce resources
- resource requirements
- cloud computing environment
- resource availability
- markov decision processes
- reward function
- dynamic environments
- response time
- learning process
- allocate resources
- multi agent systems
- optimal policy
- social welfare
- market equilibrium
- virtual machine