VC Dimension Bounds for Analytic Algebraic Computations.
José Luis MontañaLuis Miguel PardoMar CallauPublished in: COCOON (2008)
Keyphrases
- active learning
- vc dimension
- sample complexity
- vapnik chervonenkis
- statistical learning theory
- covering numbers
- upper bound
- concept classes
- generalization bounds
- distribution free
- lower bound
- pac learning
- uniform convergence
- learning machines
- vapnik chervonenkis dimension
- sample size
- empirical risk minimization
- inductive inference
- risk bounds
- worst case
- semi supervised
- concept class
- function classes
- euclidean space
- learning problems
- decision trees
- compression scheme