Two-phase optimization for support vectors and parameter selection of support vector machines: Two-class classification.
Shinq-Jen WuVan-Hung PhamThi-Nga NguyenPublished in: Appl. Soft Comput. (2017)
Keyphrases
- support vector
- support vectors
- parameter selection
- soft margin
- decision functions
- support vector machine
- svm classifier
- multi class classification
- linear svm
- classification accuracy
- svm classification
- kernel function
- cross validation
- training samples
- ls svm
- decision function
- class labels
- support vector machine svm
- training dataset
- hyperplane
- generalization ability
- training examples
- training process
- feature selection
- training data
- feature space
- model selection
- radial basis function
- input space
- feature vectors
- kernel matrix
- machine learning
- decision trees
- training set
- image classification
- pattern recognition
- text classification