AI-based Resource Allocation: Reinforcement Learning for Adaptive Auto-scaling in Serverless Environments.
Lucia SchulerSomaya JamilNiklas KühlPublished in: CCGRID (2021)
Keyphrases
- resource allocation
- reinforcement learning
- power allocation
- resource allocation problems
- resource management
- optimal resource allocation
- machine learning
- resource allocation and scheduling
- allocation problems
- function approximation
- allocation strategies
- reinforcement learning algorithms
- expert systems
- multi agent
- temporal difference
- job scheduling
- game theory
- scarce resources
- resource allocation decisions
- distributed resource allocation
- model free
- social welfare
- resource requirements
- combinatorial auctions
- dynamic programming
- dynamic resource allocation
- learning algorithm