Radial kernels and their reproducing kernel Hilbert spaces.
Clint ScovelDon R. HushIngo SteinwartJames TheilerPublished in: J. Complex. (2010)
Keyphrases
- reproducing kernel hilbert space
- gaussian kernels
- reproducing kernel
- kernel methods
- kernel function
- loss function
- learning theory
- representer theorem
- gaussian kernel
- euclidean space
- uniform convergence
- special case
- domain adaptation
- data dependent
- density estimation
- real valued
- hilbert space
- distance measure
- gaussian process
- input space
- learning problems
- finite dimensional
- feature space
- support vector
- metric learning
- linear model
- machine learning
- kernel matrix
- shape analysis
- learning rate
- reinforcement learning
- learning algorithm