The VC-Dimension of Subclasses of Pattern.
Andrew R. MitchellTobias SchefferArun SharmaFrank StephanPublished in: ALT (1999)
Keyphrases
- vc dimension
- upper bound
- sample complexity
- inductive inference
- statistical learning theory
- concept classes
- lower bound
- sample size
- distribution free
- covering numbers
- empirical risk minimization
- vapnik chervonenkis dimension
- concept class
- uniform convergence
- generalization bounds
- pac learnability
- pac learning
- compression scheme
- worst case
- euclidean space
- supervised learning
- image quality
- data sets
- pattern languages
- learning problems