Parameterized and approximation complexity of Partial VC Dimension.
Cristina BazganFlorent FoucaudFlorian SikoraPublished in: Theor. Comput. Sci. (2019)
Keyphrases
- vc dimension
- vapnik chervonenkis dimension
- vapnik chervonenkis
- worst case
- upper bound
- sample complexity
- concept classes
- lower bound
- covering numbers
- learning machines
- sample size
- concept class
- empirical risk minimization
- statistical learning theory
- uniform convergence
- function classes
- pac learnability
- inductive inference
- generalization bounds
- query complexity
- computational complexity
- compression scheme
- feature selection
- euclidean space
- multiresolution