Hypergraph regularity and higher arity VC-dimension.
Artem ChernikovHenry TowsnerPublished in: CoRR (2020)
Keyphrases
- vc dimension
- upper bound
- concept classes
- sample complexity
- sample size
- distribution free
- statistical learning theory
- lower bound
- covering numbers
- inductive inference
- vapnik chervonenkis dimension
- empirical risk minimization
- generalization bounds
- concept class
- uniform convergence
- pac learnability
- pac learning
- worst case
- function classes
- pairwise
- compression scheme
- euclidean space
- learning theory
- np hard
- special case
- active learning