Deep Reinforcement Learning with Coalition Action Selection for Online Combinatorial Resource Allocation with Arbitrary Action Space.
Zemuy Tesfay GebrekidanSebastian SteinTimothy J. NormanPublished in: AAMAS (2024)
Keyphrases
- resource allocation
- action selection
- action space
- reinforcement learning
- state and action spaces
- continuous state
- basal ganglia
- social welfare
- resource allocation problems
- temporal difference
- control policies
- state space
- reinforcement learning methods
- optimal resource allocation
- continuous state spaces
- markov decision processes
- decision making
- allocation problems
- game theory
- state action
- resource allocation decisions
- combinatorial auctions
- cooperative
- continuous state and action spaces
- function approximation
- real valued
- policy search
- action selection mechanism
- multi agent
- markov decision problems
- reinforcement learning algorithms
- bayesian networks