Error bounds and dynamics of bootstrapping in actor-critic reinforcement learning.
Ahmed ZeroualiDouglas B. TweedPublished in: Trans. Mach. Learn. Res. (2023)
Keyphrases
- error bounds
- actor critic
- reinforcement learning
- temporal difference
- policy gradient
- optimal control
- reinforcement learning algorithms
- approximate dynamic programming
- function approximation
- theoretical analysis
- neuro fuzzy
- dynamical systems
- gradient method
- worst case
- policy iteration
- model free
- markov decision processes
- state space
- policy gradient methods
- control problems
- partially observable markov decision processes
- natural actor critic
- machine learning
- special case
- neural network
- adaptive control
- action selection
- transfer learning
- optimal policy
- markov decision process
- average reward
- learning algorithm
- supervised learning
- rl algorithms
- reinforcement learning methods
- dynamic programming
- evaluation function
- learning problems