Inapproximability of VC Dimension and Littlestone's Dimension.
Pasin ManurangsiAviad RubinsteinPublished in: CoRR (2017)
Keyphrases
- vc dimension
- concept classes
- vapnik chervonenkis
- vapnik chervonenkis dimension
- sample complexity
- concept class
- upper bound
- lower bound
- decision lists
- covering numbers
- sample size
- inductive inference
- learning machines
- mistake bound
- learning theory
- generalization bounds
- worst case
- target function
- active learning
- function classes
- compression scheme
- special case
- efficient learning
- pac learning
- learning algorithm
- generalization error
- learning problems
- uniform convergence
- training examples
- image compression
- multi class
- wavelet transform