Research on Kernel Function of Support Vector Machine.
Lijuan LiuBo ShenXing WangPublished in: EMC/HumanCom (2013)
Keyphrases
- kernel function
- support vector machine
- kernel methods
- svm classifier
- support vector
- input space
- support vector regression
- multi class
- support vector machine svm
- decision boundary
- feature space
- support vectors
- hyperplane
- k nearest neighbor
- kernel matrix
- positive definite
- high dimensional feature space
- feature selection
- machine learning
- gaussian kernels
- rbf kernel
- svm classification
- reproducing kernel hilbert space
- kernel parameters
- polynomial kernels
- dot product
- multiple kernel learning
- training data
- feature vectors
- generalization ability
- training set
- knn
- kernel principal component analysis
- radial basis function
- classification method
- string kernels
- feature extraction
- kernel learning
- kernel matrices