Using Existential Theory of the Reals to Bound VC Dimension.
Austin WatkinsJeff M. PhillipsPublished in: CCCG (2022)
Keyphrases
- vc dimension
- statistical learning theory
- vapnik chervonenkis
- concept class
- upper bound
- lower bound
- distribution free
- sample complexity
- generalization bounds
- concept classes
- inductive inference
- covering numbers
- sample size
- vapnik chervonenkis dimension
- worst case
- uniform convergence
- empirical risk minimization
- euclidean space
- pac learning
- large deviations
- theoretical framework
- learning theory
- learning algorithm
- risk bounds
- small number
- theoretical analysis