Self-Universum support vector machine.
Dalian LiuYingjie TianRongfang BieYong ShiPublished in: Pers. Ubiquitous Comput. (2014)
Keyphrases
- support vector machine
- binary classification
- maximum margin
- unbalanced data
- semi supervised learning
- multi class
- support vector
- svm classifier
- hyperplane
- training data
- misclassification costs
- machine learning
- cost sensitive
- support vector machine svm
- feature selection
- kernel function
- feature vectors
- generalization ability
- kernel methods
- binary classifiers
- ridge regression
- knn
- feature space
- semi definite programming
- ensemble methods
- semi supervised
- support vectors
- training set
- labeled samples
- decision boundary
- learning algorithm
- prediction accuracy
- metric learning
- multiple kernel learning
- active learning
- semidefinite programming
- boosting algorithms