Sample Complexity of Probability Divergences under Group Symmetry.
Ziyu ChenMarkos A. KatsoulakisLuc Rey-BelletWei ZhuPublished in: ICML (2023)
Keyphrases
- sample complexity
- target function
- theoretical analysis
- learning problems
- vc dimension
- learning algorithm
- pac learning
- upper bound
- lower bound
- special case
- active learning
- generalization error
- supervised learning
- pac learnability
- training examples
- sample size
- concept classes
- machine learning
- number of irrelevant features
- average case
- learning theory
- irrelevant features
- uniform convergence
- covering numbers
- probability distribution
- feature vectors