Fast Randomized Kernel Methods With Statistical Guarantees.
Ahmed El AlaouiMichael W. MahoneyPublished in: CoRR (2014)
Keyphrases
- kernel methods
- kernel function
- learning problems
- machine learning
- support vector
- support vector machine
- kernel matrix
- reproducing kernel hilbert space
- feature space
- kernel fisher discriminant analysis
- similarity function
- kernel pca
- kernel matrices
- learning tasks
- kernel ridge regression
- high dimensional feature space
- kernel parameters
- multiple kernel
- neural network
- kernel trick
- information theoretic
- active learning
- multiple kernel learning
- graph kernels
- learning frameworks
- data sets