Sharp estimates for the covering numbers of the Weierstrass fractal kernel.
Douglas AzevedoKarina GonzalezThaís JordãoPublished in: J. Complex. (2023)
Keyphrases
- covering numbers
- gaussian kernels
- reproducing kernel hilbert space
- uniform convergence
- kernel function
- gaussian kernel
- vc dimension
- kernel methods
- learning rate
- gram matrix
- loss function
- image compression
- positive definite
- kernel matrix
- sample complexity
- euclidean space
- special case
- high dimensional feature space
- support vector
- domain adaptation
- pairwise
- learning theory
- real valued
- kernel machines
- statistical learning theory
- feature space
- upper bound
- worst case
- data dependent
- input space
- learning problems