On the VC-Dimension of Depth Four Threshold Circuits and the Complexity of Boolean-Valued Functions.
Akito SakuraiPublished in: ALT (1993)
Keyphrases
- vc dimension
- vapnik chervonenkis dimension
- vapnik chervonenkis
- worst case
- upper bound
- mind change complexity
- sample size
- sample complexity
- lower bound
- covering numbers
- generalization bounds
- function classes
- distribution free
- uniform convergence
- inductive inference
- statistical learning theory
- query complexity
- concept class
- concept classes
- empirical risk minimization
- boolean functions
- theoretical analysis
- pac learning
- real valued
- computational complexity
- model selection
- uniform distribution
- compression scheme
- euclidean space
- special case