AI-based Resource Allocation: Reinforcement Learning for Adaptive Auto-scaling in Serverless Environments.
Lucia SchulerSomaya JamilNiklas KühlPublished in: CoRR (2020)
Keyphrases
- resource allocation
- reinforcement learning
- resource allocation problems
- power allocation
- optimal resource allocation
- machine learning
- expert systems
- resource management
- allocate resources
- game theory
- allocation problems
- scarce resources
- markov decision processes
- resource allocation and scheduling
- resource availability
- market equilibrium
- dynamic environments
- combinatorial auctions
- dynamic resource allocation
- allocation strategies
- learning algorithm
- resource requirements
- computing environments
- state space
- resource usage
- learning agents
- job scheduling
- bidding strategies
- learning capabilities
- reinforcement learning algorithms
- model free
- function approximation
- optimal policy
- resource allocation decisions
- dynamic programming
- multi agent