Sample Complexity for Nonlinear Stochastic Dynamics.
Yongxin ChenUmesh VaidyaPublished in: ACC (2019)
Keyphrases
- sample complexity
- theoretical analysis
- vc dimension
- pac learning
- learning problems
- special case
- lower bound
- upper bound
- learning algorithm
- generalization error
- supervised learning
- pac learnability
- active learning
- training examples
- concept classes
- sample size
- number of irrelevant features
- sample complexity bounds
- dynamical systems
- irrelevant features
- covering numbers
- small number
- uniform convergence
- knn
- support vector
- reinforcement learning