Robust multiclass least squares support vector classifier with optimal error distribution.
Jiajun MaShuisheng ZhouDong LiPublished in: Knowl. Based Syst. (2021)
Keyphrases
- multi class
- support vector
- support vector machine
- least squares
- binary classification
- multiclass classification
- binary classifiers
- multi class classifier
- multi class classification
- feature selection
- large margin classifiers
- linear classifiers
- svm classifier
- class probabilities
- multiclass problems
- error correcting output codes
- cost sensitive classification
- binary classification problems
- estimation error
- cost sensitive
- pairwise
- kernel function
- soft margin
- hyperplane
- error rate
- perceptron algorithm
- single class
- learning algorithm
- generalized discriminant analysis
- ls svm
- training examples
- support vectors
- multiclass support vector machines
- classification accuracy
- multi class problems
- multiple classes
- cost sensitive learning
- boosting algorithms
- multi label classification
- hyperparameters
- cross validation
- decision trees
- maximum margin
- generalization ability
- machine learning
- ls svms
- feature space
- supervised learning
- training samples
- linear discriminant analysis
- machine learning algorithms
- generalization bounds
- loss function
- svm classification
- feature subset