Sampling based approximation of linear functionals in Reproducing Kernel Hilbert Spaces.
Gabriele SantinToni KarvonenBernard HaasdonkPublished in: CoRR (2020)
Keyphrases
- reproducing kernel hilbert space
- special case
- hilbert space
- closed form
- reproducing kernel
- gaussian kernels
- uniform convergence
- linear model
- finite dimensional
- kernel function
- euclidean space
- kernel methods
- data dependent
- gaussian process
- learning theory
- real valued
- loss function
- learning rate
- density estimation
- learning problems