A new kernel method for the uniform approximation in reproducing kernel Hilbert spaces.
Woula ThemistoclakisMarc Van BarelPublished in: Appl. Math. Lett. (2024)
Keyphrases
- reproducing kernel hilbert space
- kernel methods
- reproducing kernel
- kernel function
- rademacher complexity
- hilbert space
- kernel matrix
- learning problems
- feature space
- uniform convergence
- support vector
- error bounds
- machine learning
- learning tasks
- learning theory
- special case
- support vector machine
- data dependent
- input space
- high dimensional feature space
- domain adaptation
- loss function
- distance measure
- euclidean space
- finite dimensional
- data sets
- gaussian process
- convex sets
- density estimation
- pairwise
- data mining