On ordinal VC-dimension and some notions of complexity.
Eric MartinArun SharmaFrank StephanPublished in: Theor. Comput. Sci. (2006)
Keyphrases
- mind change complexity
- vc dimension
- vapnik chervonenkis dimension
- inductive inference
- vapnik chervonenkis
- upper bound
- worst case
- sample complexity
- sample size
- statistical learning theory
- regular patterns
- lower bound
- concept classes
- query complexity
- empirical risk minimization
- distribution free
- bayes net
- learning machines
- generalization bounds
- function classes
- covering numbers
- pattern languages
- pac learning
- uniform convergence
- pac learnability
- theoretical analysis
- concept class
- learning theory
- multiresolution