Deep Reinforcement Learning for Resource Allocation in 5G Communications.
Mau-Luen ThamAmjad IqbalYoong Choon ChangPublished in: APSIPA (2019)
Keyphrases
- resource allocation
- reinforcement learning
- resource allocation problems
- resource management
- optimal resource allocation
- resource allocation decisions
- function approximation
- resource requirements
- state space
- game theory
- allocation problems
- allocate resources
- communication systems
- learning process
- model free
- learning capabilities
- optimal policy
- scarce resources
- reinforcement learning algorithms
- resource availability
- allocation strategies
- learning algorithm
- combinatorial auctions
- communication networks
- markov decision processes
- machine learning
- learning agent
- management system
- dynamic programming
- power allocation
- dynamic resource allocation
- special case
- multi agent
- resource allocation and scheduling