Towards a Unified Theory of State Abstraction for MDPs.

Lihong Li Thomas J. Walsh Michael L. Littman

Published in: AI&M (2006)

Keyphrases

state abstraction
markov decision processes
state space
reinforcement learning
initial state
hierarchical reinforcement learning
optimal policy
dynamic programming
reinforcement learning algorithms
learning algorithm
linear programming
average cost