Lower Bound on VC-Dimension by Local Shattering.
Yossi ErlichDan ChazanScott PetrackAvi LeviPublished in: Neural Comput. (1997)
Keyphrases
- vc dimension
- lower bound
- upper bound
- sample complexity
- covering numbers
- vapnik chervonenkis dimension
- worst case
- distribution free
- statistical learning theory
- concept classes
- np hard
- objective function
- uniform convergence
- generalization bounds
- concept class
- pac learning
- optimal solution
- average case
- upper and lower bounds
- empirical risk minimization
- function classes
- generalization error