An improved non-parallel Universum support vector machine and its safe sample screening rule.
Jiang ZhaoYitian XuHamido FujitaPublished in: Knowl. Based Syst. (2019)
Keyphrases
- support vector machine
- binary classification
- maximum margin
- unbalanced data
- semi supervised learning
- labeled samples
- multi class
- support vector
- training data
- cost sensitive
- misclassification costs
- semi supervised
- semi definite programming
- support vector machine svm
- hyperplane
- feature vectors
- generalization ability
- machine learning
- svm classifier
- unlabeled data
- feature selection
- multi label
- learning algorithm
- markov networks
- class distribution
- support vector regression
- svm classification
- unlabeled samples
- sample size
- ridge regression
- image classification