A Comparative Study and Choice of an Appropriate Kernel for Support Vector Machines.
R. SangeethaB. KalpanaPublished in: ICT (2010)
Keyphrases
- support vector
- large margin classifiers
- kernel function
- learning machines
- kernel methods
- sparse kernel
- kernel parameters
- kernel machines
- logistic regression
- polynomial kernels
- multi class
- cross validation
- binary classification
- svm classifier
- input space
- optimal kernel
- decision function
- multiple kernel learning
- positive definite
- hyperplane
- rbf kernel
- classification accuracy
- feature space
- feature selection
- kernel matrix
- support vector regression
- loss function
- support vector machine
- training examples
- special case
- support vectors
- soft margin
- comparative study
- linear discriminant analysis
- kernel learning
- generalization ability
- support vector machine svm