Accuracy of approximations of solutions to Fredholm equations by kernel methods.
Giorgio GneccoVera KurkováMarcello SanguinetiPublished in: Appl. Math. Comput. (2012)
Keyphrases
- kernel methods
- support vector
- kernel function
- learning problems
- kernel matrix
- machine learning
- support vector machine
- kernel matrices
- polynomial equations
- feature space
- similarity function
- kernel trick
- kernel pca
- kernel learning
- reproducing kernel hilbert space
- multiple kernel
- graph kernels
- multiple kernel learning
- learning tasks
- high dimensional feature space
- classification accuracy
- kernel ridge regression
- positive semidefinite
- data mining
- generalization ability
- image restoration
- special case
- training data