Sample Complexity Characterization for Linear Contextual MDPs.
Junze DengYuan ChengShaofeng ZouYingbin LiangPublished in: AISTATS (2024)
Keyphrases
- sample complexity
- theoretical analysis
- learning problems
- special case
- vc dimension
- learning algorithm
- markov decision processes
- upper bound
- lower bound
- pac learning
- generalization error
- active learning
- sample complexity bounds
- reinforcement learning
- supervised learning
- covering numbers
- concept classes
- training examples
- sample size
- state space
- data sets
- machine learning
- average case