Covering numbers of Gaussian reproducing kernel Hilbert spaces.
Thomas KühnPublished in: J. Complex. (2011)
Keyphrases
- covering numbers
- gaussian kernels
- reproducing kernel hilbert space
- uniform convergence
- vc dimension
- gaussian kernel
- sample complexity
- statistical learning theory
- learning rate
- kernel function
- loss function
- learning theory
- high dimensional feature space
- learning problems
- upper bound
- special case
- generalization bounds
- kernel methods
- feature space
- inductive inference
- multiple kernel learning
- mistake bound
- theoretical analysis
- density estimation
- function classes
- real valued