Sperner families of bounded VC-dimension.
Richard P. AnsteeAttila SaliPublished in: Discret. Math. (1997)
Keyphrases
- vc dimension
- upper bound
- sample complexity
- concept classes
- lower bound
- inductive inference
- sample size
- distribution free
- covering numbers
- vapnik chervonenkis dimension
- generalization bounds
- concept class
- statistical learning theory
- empirical risk minimization
- compression scheme
- pac learning
- worst case
- euclidean space
- small number
- learning algorithm
- pac learnability
- wavelet transform
- active learning
- special case
- theoretical analysis
- image compression