An automatic method for selecting the parameter of the RBF kernel function to support vector machines.
Cheng-Hsuan LiChin-Teng LinBor-Chen KuoHui-Shan ChuPublished in: IGARSS (2010)
Keyphrases
- kernel function
- support vector
- support vector machine
- kernel parameters
- support vector machine svm
- neural network
- rbf kernel
- cross validation
- rbf neural network
- kernel methods
- pairwise
- large margin classifiers
- svm classifier
- data sets
- radial basis function
- hyperplane
- objective function
- support vectors
- reduced set
- similarity measure
- learning algorithm
- polynomial kernels