Universal consistency of localized versions of regularized kernel methods.
Robert HablePublished in: J. Mach. Learn. Res. (2013)
Keyphrases
- kernel methods
- kernel function
- learning problems
- machine learning
- support vector
- support vector machine
- learning tasks
- kernel matrix
- kernel trick
- feature space
- least squares
- kernel ridge regression
- kernel pca
- similarity function
- multiple kernel learning
- reproducing kernel hilbert space
- kernel matrices
- graph kernels
- high dimensional
- multiple kernel
- objective function