Robust kernel-free support vector regression based on optimal margin distribution.
Jian LuoShu-Cherng FangZhibin DengYe TianPublished in: Knowl. Based Syst. (2022)
Keyphrases
- support vector
- kernel function
- kernel methods
- maximum margin
- cross validation
- svm classifier
- kernel machines
- support vector machine
- soft margin
- kernel parameters
- logistic regression
- classification accuracy
- feature space
- svm classification
- radial basis function
- hyperplane
- binary classification
- decision trees
- decision function
- standard svm
- support vectors
- support vector regression
- generalization ability
- closed form
- random variables
- gaussian processes
- gaussian process
- decision boundary
- learning machines
- model selection
- dynamic programming
- feature selection
- large margin classifiers