The VC dimension of k-fold union.
David EisenstatDana AngluinPublished in: Inf. Process. Lett. (2007)
Keyphrases
- vc dimension
- upper bound
- lower bound
- sample complexity
- sample size
- inductive inference
- covering numbers
- generalization bounds
- concept classes
- distribution free
- vapnik chervonenkis dimension
- statistical learning theory
- vapnik chervonenkis
- empirical risk minimization
- worst case
- pac learning
- pac learnability
- euclidean space
- concept class
- compression scheme
- function classes
- uniform convergence
- learning theory
- loss function
- model selection
- objective function
- learning algorithm