A Variant of the VC-dimension with Applications to Depth-3 Circuits.
Peter FranklSvyatoslav GryaznovNavid TalebanfardPublished in: CoRR (2021)
Keyphrases
- vc dimension
- upper bound
- sample complexity
- lower bound
- concept classes
- sample size
- covering numbers
- vapnik chervonenkis dimension
- inductive inference
- distribution free
- pac learning
- empirical risk minimization
- statistical learning theory
- mind change complexity
- worst case
- compression scheme
- concept class
- generalization bounds
- euclidean space
- pac learnability
- uniform convergence
- membership queries
- theoretical analysis
- small number
- data sets