Integration in reproducing kernel Hilbert spaces of Gaussian kernels.
Toni KarvonenChris J. OatesMark GirolamiPublished in: CoRR (2020)
Keyphrases
- gaussian kernels
- reproducing kernel hilbert space
- covering numbers
- learning rate
- kernel function
- gaussian kernel
- kernel methods
- uniform convergence
- high dimensional feature space
- special case
- euclidean space
- loss function
- least squares
- multiple kernel learning
- kernel learning
- domain adaptation
- feature space
- convergence rate
- density estimation
- learning theory
- real valued
- distance measure
- data points
- feature vectors