Discrete reproducing kernel Hilbert spaces: sampling and distribution of Dirac-masses.
Palle JorgensenFeng TianPublished in: J. Mach. Learn. Res. (2015)
Keyphrases
- reproducing kernel hilbert space
- uniform convergence
- gaussian kernels
- loss function
- reproducing kernel
- random sampling
- finite dimensional
- kernel methods
- learning theory
- gaussian process
- special case
- real valued
- euclidean space
- random variables
- density estimation
- domain adaptation
- data dependent
- distance measure
- training data
- probability density function
- kernel function
- sufficient conditions
- training set