A Variant of the VC-Dimension with Applications to Depth-3 Circuits.
Peter FranklSvyatoslav GryaznovNavid TalebanfardPublished in: ITCS (2022)
Keyphrases
- vc dimension
- upper bound
- sample size
- sample complexity
- concept classes
- inductive inference
- lower bound
- covering numbers
- vapnik chervonenkis dimension
- statistical learning theory
- mind change complexity
- generalization bounds
- distribution free
- concept class
- worst case
- pac learnability
- pac learning
- uniform convergence
- empirical risk minimization
- compression scheme
- euclidean space
- theoretical analysis
- supervised learning