The Gapped Spectrum Kernel for Support Vector Machines.
Taku OnoderaTetsuo ShibuyaPublished in: MLDM (2013)
Keyphrases
- support vector
- large margin classifiers
- learning machines
- kernel function
- kernel methods
- sparse kernel
- kernel machines
- rbf kernel
- polynomial kernels
- kernel parameters
- support vector machine
- loss function
- classification accuracy
- svm classifier
- cross validation
- logistic regression
- decision function
- multiple kernel learning
- support vector regression
- hyperplane
- high throughput
- multi class
- support vectors
- maximum margin
- soft margin
- binary classification
- generalization ability
- feature space
- training examples
- radial basis function
- reproducing kernel hilbert space
- feature selection
- linear discriminant analysis
- infrared
- similarity measure