Novel non-Kernel quadratic surface support vector machines based on optimal margin distribution.
Jingyue ZhouYe TianJian LuoQianru ZhaiPublished in: Soft Comput. (2022)
Keyphrases
- support vector
- large margin classifiers
- kernel function
- learning machines
- kernel methods
- support vector machine
- kernel parameters
- cross validation
- logistic regression
- maximum margin
- soft margin
- three dimensional
- classification accuracy
- dynamic programming
- svm classifier
- feature selection
- support vectors
- kernel machines
- binary classification
- hyperplane
- loss function
- learning algorithm
- objective function
- polynomial kernels
- standard svm
- high dimensional
- linear separability
- kernel density
- optimal solution
- string kernels
- support vector regression
- reproducing kernel hilbert space
- probability distribution
- multiple kernel learning
- kernel matrix
- multi class
- geometric structure