The VC-Dimension of Similarity Hypotheses Spaces.
Mark HerbsterPaul RubensteinJames TownsendPublished in: CoRR (2015)
Keyphrases
- vc dimension
- concept classes
- sample complexity
- upper bound
- sample size
- inductive inference
- vapnik chervonenkis dimension
- covering numbers
- statistical learning theory
- lower bound
- similarity measure
- generalization bounds
- distribution free
- empirical risk minimization
- pac learning
- distance measure
- concept class
- learning theory
- euclidean distance
- distance function
- worst case
- pac learnability
- compression scheme
- generalization ability
- supervised learning
- learning process