Sign rank, VC dimension and spectral gaps.
Noga AlonShay MoranAmir YehudayoffPublished in: Electron. Colloquium Comput. Complex. (2014)
Keyphrases
- vc dimension
- upper bound
- sample complexity
- inductive inference
- lower bound
- concept classes
- vapnik chervonenkis dimension
- statistical learning theory
- covering numbers
- sample size
- empirical risk minimization
- pac learnability
- generalization bounds
- distribution free
- concept class
- uniform convergence
- euclidean space
- compression scheme
- worst case
- pac learning
- function classes
- high dimensional
- multiresolution
- image processing
- supervised learning
- active learning