Sample Complexity of Robust Reinforcement Learning with a Generative Model.
Kishan PanagantiDileep KalathilPublished in: CoRR (2021)
Keyphrases
- generative model
- sample complexity
- reinforcement learning
- learning problems
- probabilistic model
- learning algorithm
- theoretical analysis
- supervised learning
- prior knowledge
- lower bound
- active learning
- special case
- generalization error
- data sets
- pac learning
- upper bound
- semi supervised
- machine learning
- sample size
- data mining
- learning tasks
- markov chain monte carlo
- irrelevant features
- markov decision processes
- transfer learning
- topic models
- optimal policy
- machine learning algorithms
- em algorithm
- expectation maximization
- state space
- high dimensional