On self-adaptive resource allocation through reinforcement learning.
Jacopo PaneratiFilippo SironiMatteo CarminatiMartina MaggioGiovanni BeltramePiotr J. GmytrasiewiczDonatella SciutoMarco D. SantambrogioPublished in: AHS (2013)
Keyphrases
- packet scheduling
- resource allocation
- reinforcement learning
- resource allocation problems
- quality of service
- resource management
- wireless networks
- function approximation
- game theory
- optimal resource allocation
- learning algorithm
- machine learning
- optimal policy
- resource availability
- state space
- reinforcement learning algorithms
- resource allocation decisions
- model free
- resource requirements
- allocate resources
- temporal difference
- grid environment
- allocation strategies
- allocation problems
- resource allocation and scheduling
- resource consumption
- markov decision processes
- load balancing
- dynamic resource allocation
- scarce resources
- response time
- special case
- cooperative