Using Imagery to Simplify Perceptual Abstraction in Reinforcement Learning Agents.
Samuel WintermutePublished in: AAAI (2010)
Keyphrases
- reinforcement learning agents
- state abstraction
- reinforcement learning
- state space
- dynamic environments
- markov decision processes
- path finding
- initial state
- transfer learning
- heuristic search
- mental imagery
- multi agent environments
- hierarchical decomposition
- reinforcement learning algorithms
- dynamic programming
- feature space
- temporal difference
- search procedure
- function approximation
- autonomous agents
- optimal policy
- collaborative filtering
- pairwise