A proximal quadratic surface support vector machine for semi-supervised binary classification.
Xin YanYanqin BaiShu-Cherng FangJian LuoPublished in: Soft Comput. (2018)
Keyphrases
- binary classification
- support vector machine
- semi supervised
- multi class
- support vector
- pairwise
- multi class classification
- svm classifier
- semi supervised learning
- supervised learning
- learning problems
- support vector machine svm
- labeled data
- cost sensitive
- machine learning
- training data
- unlabeled data
- feature selection
- k nearest neighbor
- training set
- binary classifiers
- feature space
- active learning
- feature vectors
- svm classification
- pairwise constraints
- hyperplane
- kernel methods
- multi label
- prior knowledge
- ensemble methods
- class imbalance
- kernel function
- boosting algorithms
- soft margin
- nonlinear kernel
- learning tasks
- unsupervised learning
- generalization error
- test set
- prediction accuracy
- principal component analysis
- image classification