Fast and Accurate Refined Nyström-Based Kernel SVM.
Zhe LiTianbao YangLijun ZhangRong JinPublished in: AAAI (2016)
Keyphrases
- support vector
- kernel function
- kernel methods
- kernel matrix
- kernel space
- support vector machine
- svm classification
- support vector machine svm
- support vectors
- kernel machines
- feature space
- multiple kernel learning
- reproducing kernel hilbert space
- decision function
- linear svm
- kernel parameters
- eigendecomposition
- multiple kernel
- rbf kernel
- knn
- gaussian kernel
- polynomial kernels
- kernel learning
- tree kernels
- kernel ridge regression
- feature selection
- generalization ability
- hyperplane
- manifold learning
- svm classifier
- training set
- maximum margin
- ls svm
- positive definite
- string kernels
- low rank
- radial basis function
- theoretical analysis
- dimensionality reduction
- sparse kernel
- training data